{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "爬虫的期中项目"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 写了**关键字搜索**、**工作职能**和**薪资**这几个功能，是因为对我而言工作最重要的就是工作的职能和薪资，通过了解**行业职能**和**薪资**来理解这项工作的范围和技能要求，使我可以更加全面、直观的***了解***这项工作，以及考虑工作是否***适合***我。进一步了解这个职位的其他内容和其他多方面因素，所以又爬取了详情页面，了解工作要求、工作福利以及工作地点等"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 635,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from requests_html import HTMLSession\n",
    "from urllib import parse\n",
    "import urllib.parse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 636,
   "metadata": {},
   "outputs": [],
   "source": [
    "session = HTMLSession()\n",
    "r = session.get(\"https://search.51job.com/list/030200,000000,0000,00,9,99,%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 自动生成关键词"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 寻找参数变化规律"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 607,
   "metadata": {},
   "outputs": [],
   "source": [
    "广州_web前端开发工程师_url=\"https://search.51job.com/list/030200,000000,0000,00,9,99,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "广州_url=\"https://search.51job.com/list/030200,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 608,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html'"
      ]
     },
     "execution_count": 608,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_web前端开发工程师_url_list =广州_web前端开发工程师_url.split(\"?\")[0]\n",
    "广州_web前端开发工程师_url_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 609,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,+,2,1.html'"
      ]
     },
     "execution_count": 609,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_url_list =广州_url.split(\"?\")[0]\n",
    "广州_url_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 610,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ParseResult(scheme='https', netloc='search.51job.com', path='/list/030200,000000,0000,00,9,99,+,2,1.html', params='', query='lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', fragment='')"
      ]
     },
     "execution_count": 610,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_parse_url = parse.urlparse(广州_url)\n",
    "广州_parse_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 611,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ParseResult(scheme='https', netloc='search.51job.com', path='/list/030200,000000,0000,00,9,99,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html', params='', query='lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', fragment='')"
      ]
     },
     "execution_count": 611,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州web前端开发工程师_parse_url = parse.urlparse(广州_web前端开发工程师_url)\n",
    "广州web前端开发工程师_parse_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 612,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                                                                                                          https\n",
       "1                                                                                                               search.51job.com\n",
       "2                                                                                    /list/030200,000000,0000,00,9,99,+,2,1.html\n",
       "3                                                                                                                               \n",
       "4    lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\n",
       "5                                                                                                                               \n",
       "Name: 广州工作, dtype: object"
      ]
     },
     "execution_count": 612,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州= pd.Series(广州_parse_url,name=\"广州工作\")\n",
    "广州"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 613,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                                                                                                                                     https\n",
       "1                                                                                                                                          search.51job.com\n",
       "2    /list/030200,000000,0000,00,9,99,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html\n",
       "3                                                                                                                                                          \n",
       "4                               lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\n",
       "5                                                                                                                                                          \n",
       "Name: 广州_web前端工程师, dtype: object"
      ]
     },
     "execution_count": 613,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_web前端开发工程师= pd.Series(广州web前端开发工程师_parse_url,name=\"广州_web前端工程师\")\n",
    "广州_web前端开发工程师"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 614,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>广州工作</th>\n",
       "      <th>广州_web前端工程师</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https</td>\n",
       "      <td>https</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>search.51job.com</td>\n",
       "      <td>search.51job.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/list/030200,000000,0000,00,9,99,+,2,1.html</td>\n",
       "      <td>/list/030200,000000,0000,00,9,99,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=...</td>\n",
       "      <td>lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                  广州工作  \\\n",
       "0                                                                                                https   \n",
       "1                                                                                     search.51job.com   \n",
       "2                                                          /list/030200,000000,0000,00,9,99,+,2,1.html   \n",
       "3                                                                                                        \n",
       "4  lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=...   \n",
       "5                                                                                                        \n",
       "\n",
       "                                                                                           广州_web前端工程师  \n",
       "0                                                                                                https  \n",
       "1                                                                                     search.51job.com  \n",
       "2  /list/030200,000000,0000,00,9,99,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591...  \n",
       "3                                                                                                       \n",
       "4  lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=...  \n",
       "5                                                                                                       "
      ]
     },
     "execution_count": 614,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('max_colwidth',100)\n",
    "df=pd.concat([广州,广州_web前端开发工程师],axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 获取参数变化值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 615,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州工作                                                                   /list/030200,000000,0000,00,9,99,+,2,1.html\n",
       "广州_web前端工程师    /list/030200,000000,0000,00,9,99,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591...\n",
       "Name: 2, dtype: object"
      ]
     },
     "execution_count": 615,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 616,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588'"
      ]
     },
     "execution_count": 616,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_web前端工程师_拆分关键词 =广州_web前端开发工程师_url.split(\"?\")[0].split(\",\")[6]\n",
    "广州_web前端工程师_拆分关键词"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 617,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'+'"
      ]
     },
     "execution_count": 617,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_拆分关键词 =广州_url.split(\"?\")[0].split(\",\")[6]\n",
    "广州_拆分关键词"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 618,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'web前端开发工程师'"
      ]
     },
     "execution_count": 618,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "urllib.parse.unquote('web%E5%89%8D%E7%AB%AF%E5%BC%80%E5%8F%91%E5%B7%A5%E7%A8%8B%E5%B8%88')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 619,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_构建=广州_web前端开发工程师_url.split(\",\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 构建参数模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 620,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 'https://search.51job.com/list/030200',\n",
       " 1: '000000',\n",
       " 2: '0000',\n",
       " 3: '00',\n",
       " 4: '9',\n",
       " 5: '99',\n",
       " 6: 'web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588',\n",
       " 7: '2',\n",
       " 8: '1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='}"
      ]
     },
     "execution_count": 620,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_序列=[0,1,2,3,4,5,6,7,8,9]\n",
    "参数模版_dict=dict(zip(list_序列,list_构建))\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### url模板构建"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 621,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 参数模板生成(keyword):\n",
    "    keyword_values = urllib.parse.quote(keyword)\n",
    "    参数模版_dict[6] = keyword_values\n",
    "    职位_url= \",\".join([str(v) for k,v in 参数模版_dict.items()]) \n",
    "    \n",
    "    \n",
    "    return (职位_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 622,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,%E5%8C%96%E5%AD%A6%E8%80%81%E5%B8%88,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 622,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模板生成(\"化学老师\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 625,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "数据提取=r.html.xpath('//script[@type=\"text/javascript\"]//text()')\n",
    "数据处理_dict=数据提取[0].split('__SEARCH_RESULT__ =')[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 545,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '131039600',\n",
       "  'coid': '4086976',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131039600.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '前端开发工程师',\n",
       "  'job_title': '前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4086976.html',\n",
       "  'company_name': '中竞发工程管理咨询有限公司广东分公司',\n",
       "  'providesalary_text': '6-8千\\\\/月',\n",
       "  'workarea': '030201',\n",
       "  'workarea_text': '广州-越秀区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-17 10:32:05',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '绩效奖金 交通补贴 餐饮补贴 通讯补贴 专业培训 员工旅游 年终奖金 定期体检 五险一金',\n",
       "  'jobwelf_list': ['绩效奖金',\n",
       "   '交通补贴',\n",
       "   '餐饮补贴',\n",
       "   '通讯补贴',\n",
       "   '专业培训',\n",
       "   '员工旅游',\n",
       "   '年终奖金',\n",
       "   '定期体检',\n",
       "   '五险一金'],\n",
       "  'attribute_text': ['广州-越秀区', '1年经验', '本科', '招1人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '建筑\\\\/建材\\\\/工程',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '101624110',\n",
       "  'coid': '4439116',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/101624110.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '微信小程序\\\\/web前端开发工程师',\n",
       "  'job_title': '微信小程序\\\\/web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4439116.html',\n",
       "  'company_name': '广州普微科技有限公司',\n",
       "  'providesalary_text': '0.8-1万\\\\/月',\n",
       "  'workarea': '030207',\n",
       "  'workarea_text': '广州-番禺区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 10:32:03',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 绩效奖金',\n",
       "  'jobwelf_list': ['五险一金', '绩效奖金'],\n",
       "  'attribute_text': ['广州-番禺区', '3-4年经验', '大专', '招若干人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '131315732',\n",
       "  'coid': '3149742',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/131315732.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3149742.html',\n",
       "  'company_name': '广州市万齐网络科技有限公司',\n",
       "  'providesalary_text': '0.8-1万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 10:28:49',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 绩效奖金 节日福利 专业培训',\n",
       "  'jobwelf_list': ['五险一金', '绩效奖金', '节日福利', '专业培训'],\n",
       "  'attribute_text': ['广州', '3-4年经验', '大专', '招若干人'],\n",
       "  'companysize_text': '少于50人',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '131937048',\n",
       "  'coid': '6414584',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131937048.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '高级前端开发工程师',\n",
       "  'job_title': '高级前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6414584.html',\n",
       "  'company_name': '广州凡拓数字媒体科技有限公司',\n",
       "  'providesalary_text': '1.5-2万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '上市公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 10:11:37',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '',\n",
       "  'jobwelf_list': [''],\n",
       "  'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "  'companysize_text': '1000-5000人',\n",
       "  'companyind_text': '影视\\\\/媒体\\\\/艺术\\\\/文化传播',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '106752763',\n",
       "  'coid': '3570713',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hdq\\\\/106752763.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3570713.html',\n",
       "  'company_name': '东风日产数据服务有限公司',\n",
       "  'providesalary_text': '1-1.5万\\\\/月',\n",
       "  'workarea': '030208',\n",
       "  'workarea_text': '广州-花都区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '国企',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 10:09:12',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 周末双休 节日福利 带薪年假 专业培训 绩效奖金',\n",
       "  'jobwelf_list': ['五险一金', '周末双休', '节日福利', '带薪年假', '专业培训', '绩效奖金'],\n",
       "  'attribute_text': ['广州-花都区', '2年经验', '本科', '招1人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '120902546',\n",
       "  'coid': '116124',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/120902546.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co116124.html',\n",
       "  'company_name': '北京煜邦电力技术股份有限公司',\n",
       "  'providesalary_text': '1.2-2万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '6',\n",
       "  'issuedate': '2021-05-17 10:05:53',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 年终奖金 周末双休 带薪年假 节日福利 交通补贴 餐饮补贴 通讯补贴 绩效奖金',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '年终奖金',\n",
       "   '周末双休',\n",
       "   '带薪年假',\n",
       "   '节日福利',\n",
       "   '交通补贴',\n",
       "   '餐饮补贴',\n",
       "   '通讯补贴',\n",
       "   '绩效奖金'],\n",
       "  'attribute_text': ['广州', '5-7年经验', '本科', '招3人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '电气\\\\/电力\\\\/水利',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '130058022',\n",
       "  'coid': '113601',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130058022.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co113601.html',\n",
       "  'company_name': '广州飞卓科汇信息科技有限公司',\n",
       "  'providesalary_text': '0.8-1万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（非欧美）',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 10:05:42',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 补充医疗保险 员工旅游 专业培训 定期体检 带薪年假 年终双薪 周末双休',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '补充医疗保险',\n",
       "   '员工旅游',\n",
       "   '专业培训',\n",
       "   '定期体检',\n",
       "   '带薪年假',\n",
       "   '年终双薪',\n",
       "   '周末双休'],\n",
       "  'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招若干人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '130752185',\n",
       "  'coid': '6418222',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130752185.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6418222.html',\n",
       "  'company_name': '广东星唯信息技术有限公司',\n",
       "  'providesalary_text': '0.8-1万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 10:03:08',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '',\n",
       "  'jobwelf_list': [''],\n",
       "  'attribute_text': ['广州-天河区', '2年经验', '本科', '招1人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': ['communicate'],\n",
       "  'ad_track': '',\n",
       "  'jobid': '131591413',\n",
       "  'coid': '3553678',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131591413.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3553678.html',\n",
       "  'company_name': '广州学邦信息技术有限公司',\n",
       "  'providesalary_text': '1-1.3万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '1',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-17 10:02:42',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 专业培训 定期体检 弹性工作 带薪年假 绩效奖金 节日福利 通讯补贴',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '专业培训',\n",
       "   '定期体检',\n",
       "   '弹性工作',\n",
       "   '带薪年假',\n",
       "   '绩效奖金',\n",
       "   '节日福利',\n",
       "   '通讯补贴'],\n",
       "  'attribute_text': ['广州-天河区', '1年经验', '本科', '招若干人'],\n",
       "  'companysize_text': '150-500人',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': ['communicate'],\n",
       "  'ad_track': '',\n",
       "  'jobid': '124194768',\n",
       "  'coid': '5190710',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/124194768.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '前端开发工程师',\n",
       "  'job_title': '前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5190710.html',\n",
       "  'company_name': '广州源为信息科技有限公司',\n",
       "  'providesalary_text': '0.7-1.2万\\\\/月',\n",
       "  'workarea': '030206',\n",
       "  'workarea_text': '广州-黄埔区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '1',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 09:53:31',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 员工旅游 年终奖金 绩效奖金 周末双休 项目奖',\n",
       "  'jobwelf_list': ['五险一金', '员工旅游', '年终奖金', '绩效奖金', '周末双休', '项目奖'],\n",
       "  'attribute_text': ['广州-黄埔区', '3-4年经验', '大专', '招2人'],\n",
       "  'companysize_text': '少于50人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '115384831',\n",
       "  'coid': '2184480',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/115384831.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '急招前端开发',\n",
       "  'job_title': '急招前端开发',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2184480.html',\n",
       "  'company_name': '鸿亿信息科技股份有限公司',\n",
       "  'providesalary_text': '0.6-1万\\\\/月',\n",
       "  'workarea': '030201',\n",
       "  'workarea_text': '广州-越秀区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 09:51:11',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 员工旅游 周末双休 加班补贴',\n",
       "  'jobwelf_list': ['五险一金', '员工旅游', '周末双休', '加班补贴'],\n",
       "  'attribute_text': ['广州-越秀区', '2年经验', '大专', '招2人'],\n",
       "  'companysize_text': '150-500人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '125994889',\n",
       "  'coid': '2549696',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/125994889.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师（ZH）',\n",
       "  'job_title': 'Web前端开发工程师（ZH）',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2549696.html',\n",
       "  'company_name': '广东电声市场营销股份有限公司',\n",
       "  'providesalary_text': '0.9-1.1万\\\\/月',\n",
       "  'workarea': '030203',\n",
       "  'workarea_text': '广州-海珠区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '上市公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 09:47:50',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '周末双休 五险一金 年终奖金 弹性工作 定期体检 带薪年假',\n",
       "  'jobwelf_list': ['周末双休', '五险一金', '年终奖金', '弹性工作', '定期体检', '带薪年假'],\n",
       "  'attribute_text': ['广州-海珠区', '2年经验', '本科', '招1人'],\n",
       "  'companysize_text': '1000-5000人',\n",
       "  'companyind_text': '广告',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '124570776',\n",
       "  'coid': '3919479',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/124570776.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3919479.html',\n",
       "  'company_name': '广州市华势信息科技有限公司',\n",
       "  'providesalary_text': '0.6-1.2万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 09:46:29',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 绩效奖金 交通补贴 年终奖金 定期体检 节日礼品',\n",
       "  'jobwelf_list': ['五险一金', '绩效奖金', '交通补贴', '年终奖金', '定期体检', '节日礼品'],\n",
       "  'attribute_text': ['广州-天河区', '2年经验', '大专', '招2人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '129370362',\n",
       "  'coid': '2903217',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/129370362.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '前端开发工程师',\n",
       "  'job_title': '前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2903217.html',\n",
       "  'company_name': '广州耘宇电子科技有限公司',\n",
       "  'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "  'workarea': '030206',\n",
       "  'workarea_text': '广州-黄埔区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 09:41:41',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '年终奖金 股票期权 弹性工作 专业培训 绩效奖金 带薪年假 交通补贴 五险一金 员工旅游 定期体检',\n",
       "  'jobwelf_list': ['年终奖金',\n",
       "   '股票期权',\n",
       "   '弹性工作',\n",
       "   '专业培训',\n",
       "   '绩效奖金',\n",
       "   '带薪年假',\n",
       "   '交通补贴',\n",
       "   '五险一金',\n",
       "   '员工旅游',\n",
       "   '定期体检'],\n",
       "  'attribute_text': ['广州-黄埔区', '3-4年经验', '大专', '招1人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '128990688',\n",
       "  'coid': '3423076',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128990688.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '中级前端开发工程师',\n",
       "  'job_title': '中级前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3423076.html',\n",
       "  'company_name': '广东睿盟计算机科技有限公司',\n",
       "  'providesalary_text': '0.6-1.2万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 09:41:15',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 员工旅游 餐饮补贴 绩效奖金 定期体检',\n",
       "  'jobwelf_list': ['五险一金', '员工旅游', '餐饮补贴', '绩效奖金', '定期体检'],\n",
       "  'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招2人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '116807080',\n",
       "  'coid': '1134094',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/116807080.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '前端开发工程师',\n",
       "  'job_title': '前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1134094.html',\n",
       "  'company_name': '天讯瑞达通信技术有限公司',\n",
       "  'providesalary_text': '1.2-1.8万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '国企',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 09:39:29',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 绩效奖金 年终奖金 周末双休 带薪年假',\n",
       "  'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '周末双休', '带薪年假'],\n",
       "  'attribute_text': ['广州', '3-4年经验', '本科', '招3人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '131720511',\n",
       "  'coid': '6003752',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131720511.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6003752.html',\n",
       "  'company_name': '广州捷智信科技有限公司',\n",
       "  'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 09:37:39',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 员工旅游 绩效奖金 年终奖金 弹性工作',\n",
       "  'jobwelf_list': ['五险一金', '员工旅游', '绩效奖金', '年终奖金', '弹性工作'],\n",
       "  'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "  'companysize_text': '少于50人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '123263612',\n",
       "  'coid': '2726531',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/123263612.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2726531.html',\n",
       "  'company_name': '广州云积软件技术有限公司',\n",
       "  'providesalary_text': '1.5-2万\\\\/月',\n",
       "  'workarea': '030206',\n",
       "  'workarea_text': '广州-黄埔区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 09:29:55',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '绩效奖金 定期体检 员工旅游 年终奖金 周末双休 六险一金',\n",
       "  'jobwelf_list': ['绩效奖金', '定期体检', '员工旅游', '年终奖金', '周末双休', '六险一金'],\n",
       "  'attribute_text': ['广州-黄埔区', '2年经验', '本科', '招1人'],\n",
       "  'companysize_text': '150-500人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '95684613',\n",
       "  'coid': '2524857',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/95684613.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '前端开发工程师',\n",
       "  'job_title': '前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2524857.html',\n",
       "  'company_name': '广东易臣信息技术有限公司',\n",
       "  'providesalary_text': '0.7-1万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 09:27:48',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 餐饮补贴 绩效奖金 年终奖金 周末双休',\n",
       "  'jobwelf_list': ['五险一金', '餐饮补贴', '绩效奖金', '年终奖金', '周末双休'],\n",
       "  'attribute_text': ['广州-天河区', '2年经验', '本科', '招若干人'],\n",
       "  'companysize_text': '150-500人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '129702955',\n",
       "  'coid': '5938267',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129702955.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '前端开发工程师',\n",
       "  'job_title': '前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5938267.html',\n",
       "  'company_name': '广东展智智能科技有限公司',\n",
       "  'providesalary_text': '0.6-1万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 09:27:10',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '补充医疗保险 社保五险 交通补贴 绩效奖金 年终奖金 差旅补贴 团建活动 员工旅游 定期体检',\n",
       "  'jobwelf_list': ['补充医疗保险',\n",
       "   '社保五险',\n",
       "   '交通补贴',\n",
       "   '绩效奖金',\n",
       "   '年终奖金',\n",
       "   '差旅补贴',\n",
       "   '团建活动',\n",
       "   '员工旅游',\n",
       "   '定期体检'],\n",
       "  'attribute_text': ['广州-天河区', '2年经验', '大专', '招1人'],\n",
       "  'companysize_text': '少于50人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '121845240',\n",
       "  'coid': '4421427',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/121845240.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '中级前端开发工程师',\n",
       "  'job_title': '中级前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4421427.html',\n",
       "  'company_name': '广州市捍御者信息科技有限公司',\n",
       "  'providesalary_text': '1.3-2万\\\\/月',\n",
       "  'workarea': '030206',\n",
       "  'workarea_text': '广州-黄埔区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 09:16:33',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '节日福利 出差补贴 餐费补贴 定期体检 五险一金 周末双休',\n",
       "  'jobwelf_list': ['节日福利', '出差补贴', '餐费补贴', '定期体检', '五险一金', '周末双休'],\n",
       "  'attribute_text': ['广州-黄埔区', '2年经验', '本科', '招1人'],\n",
       "  'companysize_text': '少于50人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '127887293',\n",
       "  'coid': '5819277',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/127887293.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '中高级web前端开发',\n",
       "  'job_title': '中高级web前端开发',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5819277.html',\n",
       "  'company_name': '欢言科技（广东）有限公司',\n",
       "  'providesalary_text': '1-1.5万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 09:15:58',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '定期团建 朝九晚六 五险一金 弹性工作 年终奖金 周末双休',\n",
       "  'jobwelf_list': ['定期团建', '朝九晚六', '五险一金', '弹性工作', '年终奖金', '周末双休'],\n",
       "  'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "  'companysize_text': '少于50人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '99581195',\n",
       "  'coid': '104979',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/99581195.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co104979.html',\n",
       "  'company_name': '广州创想云科技有限公司',\n",
       "  'providesalary_text': '0.8-1万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 09:12:32',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 补充医疗保险 员工旅游 交通补贴 餐饮补贴 定期体检',\n",
       "  'jobwelf_list': ['五险一金', '补充医疗保险', '员工旅游', '交通补贴', '餐饮补贴', '定期体检'],\n",
       "  'attribute_text': ['广州', '2年经验', '本科', '招1人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '128046564',\n",
       "  'coid': '5602066',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/128046564.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '前端开发工程师',\n",
       "  'job_title': '前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5602066.html',\n",
       "  'company_name': '全球假日国际旅游（广州）有限公司',\n",
       "  'providesalary_text': '0.9-1.4万\\\\/月',\n",
       "  'workarea': '030203',\n",
       "  'workarea_text': '广州-海珠区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 09:09:48',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '节日福利 绩效奖金 带薪年假 年终分红 公司氛围好 大小周 五险一金 餐饮补贴 交通补贴',\n",
       "  'jobwelf_list': ['节日福利',\n",
       "   '绩效奖金',\n",
       "   '带薪年假',\n",
       "   '年终分红',\n",
       "   '公司氛围好',\n",
       "   '大小周',\n",
       "   '五险一金',\n",
       "   '餐饮补贴',\n",
       "   '交通补贴'],\n",
       "  'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招1人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '酒店\\\\/旅游',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '114940194',\n",
       "  'coid': '3913178',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/114940194.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '前端开发工程师',\n",
       "  'job_title': '前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3913178.html',\n",
       "  'company_name': '广州国交润万交通信息有限公司',\n",
       "  'providesalary_text': '0.9-1.3万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-17 09:03:51',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 员工旅游 年终奖金 定期体检',\n",
       "  'jobwelf_list': ['五险一金', '员工旅游', '年终奖金', '定期体检'],\n",
       "  'attribute_text': ['广州', '1年经验', '本科', '招1人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '126279054',\n",
       "  'coid': '5504891',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/126279054.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'H5前端开发工程师',\n",
       "  'job_title': 'H5前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5504891.html',\n",
       "  'company_name': '海南奥骞信息科技有限公司广州分公司',\n",
       "  'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 09:00:46',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 年终奖金 定期体检 弹性工作 员工旅游 周末双休 交通补贴 包三餐 节日福利 带薪年假',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '年终奖金',\n",
       "   '定期体检',\n",
       "   '弹性工作',\n",
       "   '员工旅游',\n",
       "   '周末双休',\n",
       "   '交通补贴',\n",
       "   '包三餐',\n",
       "   '节日福利',\n",
       "   '带薪年假'],\n",
       "  'attribute_text': ['广州-天河区', '2年经验', '大专', '招2人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '网络游戏',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '131358619',\n",
       "  'coid': '240307',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131358619.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'web前端高级开发工程师',\n",
       "  'job_title': 'web前端高级开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co240307.html',\n",
       "  'company_name': '广州美络信息科技有限公司',\n",
       "  'providesalary_text': '1.5-2万\\\\/月',\n",
       "  'workarea': '030201',\n",
       "  'workarea_text': '广州-越秀区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 08:58:40',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 补充医疗保险 员工旅游 餐饮补贴 年终奖金 定期体检',\n",
       "  'jobwelf_list': ['五险一金', '补充医疗保险', '员工旅游', '餐饮补贴', '年终奖金', '定期体检'],\n",
       "  'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招3人'],\n",
       "  'companysize_text': '150-500人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '117838955',\n",
       "  'coid': '3815930',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/117838955.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3815930.html',\n",
       "  'company_name': '广州朗晟信息科技有限公司',\n",
       "  'providesalary_text': '0.7-1.1万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 08:55:54',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '',\n",
       "  'jobwelf_list': [''],\n",
       "  'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招3人'],\n",
       "  'companysize_text': '少于50人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '112959807',\n",
       "  'coid': '2860903',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/112959807.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2860903.html',\n",
       "  'company_name': '广州扩普科技发展有限公司',\n",
       "  'providesalary_text': '0.4-1万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-17 08:50:19',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 补充医疗保险 交通补贴 通讯补贴 年终奖金 定期体检',\n",
       "  'jobwelf_list': ['五险一金', '补充医疗保险', '交通补贴', '通讯补贴', '年终奖金', '定期体检'],\n",
       "  'attribute_text': ['广州', '1年经验', '大专', '招2人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '130757138',\n",
       "  'coid': '2442275',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130757138.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2442275.html',\n",
       "  'company_name': '广东港鑫科技有限公司',\n",
       "  'providesalary_text': '0.7-1.5万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 08:50:08',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 定期体检 员工旅游 通讯补贴 绩效奖金 年终奖金 节日礼金 补充医疗保险 交通补贴 餐饮补贴',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '定期体检',\n",
       "   '员工旅游',\n",
       "   '通讯补贴',\n",
       "   '绩效奖金',\n",
       "   '年终奖金',\n",
       "   '节日礼金',\n",
       "   '补充医疗保险',\n",
       "   '交通补贴',\n",
       "   '餐饮补贴'],\n",
       "  'attribute_text': ['广州', '2年经验', '大专', '招1人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '131366527',\n",
       "  'coid': '4556025',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131366527.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '前端ReactNative开发工程师',\n",
       "  'job_title': '前端ReactNative开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4556025.html',\n",
       "  'company_name': '广州市易医通互联网科技有限公司',\n",
       "  'providesalary_text': '1.3-1.8万\\\\/月',\n",
       "  'workarea': '030201',\n",
       "  'workarea_text': '广州-越秀区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 08:49:07',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '年终奖金 绩效奖金 五险一金 弹性工作 周末双休 专业培训',\n",
       "  'jobwelf_list': ['年终奖金', '绩效奖金', '五险一金', '弹性工作', '周末双休', '专业培训'],\n",
       "  'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招3人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '112407891',\n",
       "  'coid': '2458869',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/112407891.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '中级前端开发工程师',\n",
       "  'job_title': '中级前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2458869.html',\n",
       "  'company_name': '广州市微柏软件股份有限公司',\n",
       "  'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 08:47:07',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 绩效奖金 年终奖金 股票期权 定期体检',\n",
       "  'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '股票期权', '定期体检'],\n",
       "  'attribute_text': ['广州-天河区', '2年经验', '本科', '招3人'],\n",
       "  'companysize_text': '150-500人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '125073088',\n",
       "  'coid': '4951260',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/125073088.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4951260.html',\n",
       "  'company_name': '广州邦展机电设备有限公司',\n",
       "  'providesalary_text': '4.5-8千\\\\/月',\n",
       "  'workarea': '030206',\n",
       "  'workarea_text': '广州-黄埔区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-17 08:44:54',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 年终奖金 周末双休 团队聚餐 专业培训',\n",
       "  'jobwelf_list': ['五险一金', '年终奖金', '周末双休', '团队聚餐', '专业培训'],\n",
       "  'attribute_text': ['广州-黄埔区', '1年经验', '本科', '招2人'],\n",
       "  'companysize_text': '少于50人',\n",
       "  'companyind_text': '贸易\\\\/进出口',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '129189232',\n",
       "  'coid': '4464019',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/129189232.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'WEB前端开发工程师 （急招）',\n",
       "  'job_title': 'WEB前端开发工程师 （急招）',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4464019.html',\n",
       "  'company_name': '广州政泰信息科技有限公司',\n",
       "  'providesalary_text': '0.8-1.8万\\\\/月',\n",
       "  'workarea': '030207',\n",
       "  'workarea_text': '广州-番禺区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 08:43:00',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 绩效奖金 年终奖金 专业培训 定期体检 员工旅游 通讯补贴',\n",
       "  'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '专业培训', '定期体检', '员工旅游', '通讯补贴'],\n",
       "  'attribute_text': ['广州-番禺区', '3-4年经验', '大专', '招2人'],\n",
       "  'companysize_text': '150-500人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '105939581',\n",
       "  'coid': '184245',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/105939581.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Angular高级前端开发工程师',\n",
       "  'job_title': 'Angular高级前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co184245.html',\n",
       "  'company_name': '广州德捷科技有限公司',\n",
       "  'providesalary_text': '15-25万\\\\/年',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（欧美）',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 08:35:51',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 员工旅游 定期体检 绩效奖金 专业培训 出国机会 餐饮补贴',\n",
       "  'jobwelf_list': ['五险一金', '员工旅游', '定期体检', '绩效奖金', '专业培训', '出国机会', '餐饮补贴'],\n",
       "  'attribute_text': ['广州', '3-4年经验', '本科', '招若干人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '129230796',\n",
       "  'coid': '6349375',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/129230796.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6349375.html',\n",
       "  'company_name': '广州汇智通信技术有限公司',\n",
       "  'providesalary_text': '2.5-3万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '',\n",
       "  'issuedate': '2021-05-17 04:37:27',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '',\n",
       "  'jobwelf_list': [''],\n",
       "  'attribute_text': ['广州', '本科', '招若干人'],\n",
       "  'companysize_text': '',\n",
       "  'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '125984322',\n",
       "  'coid': '6121343',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/125984322.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6121343.html',\n",
       "  'company_name': '广州竞华软件科技有限公司',\n",
       "  'providesalary_text': '0.7-1.2万\\\\/月',\n",
       "  'workarea': '030207',\n",
       "  'workarea_text': '广州-番禺区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 00:03:11',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '',\n",
       "  'jobwelf_list': [''],\n",
       "  'attribute_text': ['广州-番禺区', '3-4年经验', '本科', '招2人'],\n",
       "  'companysize_text': '少于50人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '69734324',\n",
       "  'coid': '3663684',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/69734324.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'web前端开发工程师',\n",
       "  'job_title': 'web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3663684.html',\n",
       "  'company_name': '广州金乾信息科技有限公司',\n",
       "  'providesalary_text': '4.5-6千\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-17 09:59:56',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金',\n",
       "  'jobwelf_list': ['五险一金'],\n",
       "  'attribute_text': ['广州', '1年经验', '大专', '招若干人'],\n",
       "  'companysize_text': '少于50人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '127305798',\n",
       "  'coid': '6090453',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/127305798.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师（地铁口）',\n",
       "  'job_title': 'Web前端开发工程师（地铁口）',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6090453.html',\n",
       "  'company_name': '广州东方职业技术培训中心',\n",
       "  'providesalary_text': '1.2-1.8万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '非营利组织',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 04:01:23',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 员工旅游 年终奖金 绩效奖金 不加班 包餐\\\\/餐补',\n",
       "  'jobwelf_list': ['五险一金', '员工旅游', '年终奖金', '绩效奖金', '不加班', '包餐\\\\/餐补'],\n",
       "  'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招2人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '教育\\\\/培训\\\\/院校',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '77105811',\n",
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       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/77105811.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'WEB前端开发工程师（广州）',\n",
       "  'job_title': 'WEB前端开发工程师（广州）',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3854673.html',\n",
       "  'company_name': '深圳联信软件科技有限公司',\n",
       "  'providesalary_text': '1-1.5万\\\\/月',\n",
       "  'workarea': '030201',\n",
       "  'workarea_text': '广州-越秀区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 04:01:23',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 年终奖金',\n",
       "  'jobwelf_list': ['五险一金', '年终奖金'],\n",
       "  'attribute_text': ['广州-越秀区', '3-4年经验', '大专', '招8人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '131919789',\n",
       "  'coid': '865022',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/131919789.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '资深WEB前端开发',\n",
       "  'job_title': '资深WEB前端开发',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co865022.html',\n",
       "  'company_name': '广州优网计算机科技有限公司',\n",
       "  'providesalary_text': '0.8-1万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 10:21:11',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 绩效奖金 餐饮补贴 节日福利 补充医疗保险 员工旅游',\n",
       "  'jobwelf_list': ['五险一金', '绩效奖金', '餐饮补贴', '节日福利', '补充医疗保险', '员工旅游'],\n",
       "  'attribute_text': ['广州', '2年经验', '大专', '招3人'],\n",
       "  'companysize_text': '150-500人',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': ['communicate'],\n",
       "  'ad_track': '',\n",
       "  'jobid': '114119955',\n",
       "  'coid': '4785999',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/114119955.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4785999.html',\n",
       "  'company_name': '广州仪速安电子科技有限公司',\n",
       "  'providesalary_text': '0.5-1万\\\\/月',\n",
       "  'workarea': '030206',\n",
       "  'workarea_text': '广州-黄埔区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '1',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 09:40:54',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 员工旅游 股票期权 绩效奖金 出国机会 定期体检 专业培训 健身俱乐部 年终奖金',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '员工旅游',\n",
       "   '股票期权',\n",
       "   '绩效奖金',\n",
       "   '出国机会',\n",
       "   '定期体检',\n",
       "   '专业培训',\n",
       "   '健身俱乐部',\n",
       "   '年终奖金'],\n",
       "  'attribute_text': ['广州-黄埔区', '2年经验', '大专', '招1人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '仪器仪表\\\\/工业自动化',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '104958496',\n",
       "  'coid': '4866889',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/104958496.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4866889.html',\n",
       "  'company_name': '益农控股（广东）有限公司',\n",
       "  'providesalary_text': '0.9-1.5万\\\\/月',\n",
       "  'workarea': '030203',\n",
       "  'workarea_text': '广州-海珠区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '上市公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 09:06:49',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 餐饮补贴 定期体检 年终奖金 绩效奖金 补充医疗保险 员工旅游',\n",
       "  'jobwelf_list': ['五险一金', '餐饮补贴', '定期体检', '年终奖金', '绩效奖金', '补充医疗保险', '员工旅游'],\n",
       "  'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招2人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '131820798',\n",
       "  'coid': '3032199',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131820798.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '前端开发工程师',\n",
       "  'job_title': '前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3032199.html',\n",
       "  'company_name': '广州御芙兰雅生物科技有限公司',\n",
       "  'providesalary_text': '0.8-1万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 04:01:23',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '',\n",
       "  'jobwelf_list': [''],\n",
       "  'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "  'companysize_text': '150-500人',\n",
       "  'companyind_text': '美容\\\\/保健',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '131456694',\n",
       "  'coid': '6512937',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131456694.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'H5前端开发',\n",
       "  'job_title': 'H5前端开发',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coBmZUNVIwAj5TPwVlVzU.html',\n",
       "  'company_name': '广州优捷客文化发展有限公司',\n",
       "  'providesalary_text': '3.5-6.5千\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '10',\n",
       "  'issuedate': '2021-05-17 04:01:23',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 员工旅游 绩效奖金 年终奖金 定期体检 弹性工作',\n",
       "  'jobwelf_list': ['五险一金', '员工旅游', '绩效奖金', '年终奖金', '定期体检', '弹性工作'],\n",
       "  'attribute_text': ['广州-天河区', '无需经验', '大专', '招2人'],\n",
       "  'companysize_text': '少于50人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '130114265',\n",
       "  'coid': '5032931',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/130114265.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '高级前端开发',\n",
       "  'job_title': '高级前端开发',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5032931.html',\n",
       "  'company_name': '广州市我购科技有限公司',\n",
       "  'providesalary_text': '1.2-1.8万\\\\/月',\n",
       "  'workarea': '030205',\n",
       "  'workarea_text': '广州-白云区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-17 04:01:23',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险 加班补贴 交通补贴 不定时聚餐 通讯补贴 下午茶',\n",
       "  'jobwelf_list': ['五险', '加班补贴', '交通补贴', '不定时聚餐', '通讯补贴', '下午茶'],\n",
       "  'attribute_text': ['广州-白云区', '3-4年经验', '大专', '招5人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '118753685',\n",
       "  'coid': '2510203',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/118753685.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'web前端开发工程师',\n",
       "  'job_title': 'web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2510203.html',\n",
       "  'company_name': '广东名科信息技术有限公司',\n",
       "  'providesalary_text': '6-8千\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-17 04:01:23',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 免费健身房 节日福利 全勤奖 带薪年假 定期体检 加班补助',\n",
       "  'jobwelf_list': ['五险一金', '免费健身房', '节日福利', '全勤奖', '带薪年假', '定期体检', '加班补助'],\n",
       "  'attribute_text': ['广州', '1年经验', '大专', '招5人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '114594732',\n",
       "  'coid': '460918',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/114594732.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Web前端开发工程师',\n",
       "  'job_title': 'Web前端开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co460918.html',\n",
       "  'company_name': '广州市天誉创高电子科技有限公司',\n",
       "  'providesalary_text': '0.8-1万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-17 04:01:23',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 免费班车 餐饮补贴 年终奖金',\n",
       "  'jobwelf_list': ['五险一金', '免费班车', '餐饮补贴', '年终奖金'],\n",
       "  'attribute_text': ['广州', '1年经验', '大专', '招2人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': ['communicate'],\n",
       "  'ad_track': '',\n",
       "  'jobid': '129289874',\n",
       "  'coid': '4241360',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129289874.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '前端开发工程师（2年以上经验）',\n",
       "  'job_title': '前端开发工程师（2年以上经验）',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4241360.html',\n",
       "  'company_name': '广州飞进信息科技有限公司',\n",
       "  'providesalary_text': '6-8千\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '1',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 04:00:00',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '员工旅游 领导易相处 公司氛围好 弹性工作 社保',\n",
       "  'jobwelf_list': ['员工旅游', '领导易相处', '公司氛围好', '弹性工作', '社保'],\n",
       "  'attribute_text': ['广州-天河区', '2年经验', '大专', '招若干人'],\n",
       "  'companysize_text': '50-150人',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '131905924',\n",
       "  'coid': '2303268',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-lwq\\\\/131905924.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '前端开发专员',\n",
       "  'job_title': '前端开发专员',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2303268.html',\n",
       "  'company_name': '广州医药股份有限公司',\n",
       "  'providesalary_text': '1-1.4万\\\\/月',\n",
       "  'workarea': '030202',\n",
       "  'workarea_text': '广州-荔湾区',\n",
       "  'updatedate': '05-17',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '合资',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-17 04:01:23',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 补充医疗保险 年终奖金 绩效奖金 餐饮补贴 定期体检',\n",
       "  'jobwelf_list': ['五险一金', '补充医疗保险', '年终奖金', '绩效奖金', '餐饮补贴', '定期体检'],\n",
       "  'attribute_text': ['广州-荔湾区', '2年经验', '本科', '招若干人'],\n",
       "  'companysize_text': '1000-5000人',\n",
       "  'companyind_text': '制药\\\\/生物工程',\n",
       "  'adid': ''}]"
      ]
     },
     "execution_count": 545,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "数据处理=eval(数据处理_dict)[\"engine_search_result\"]\n",
    "数据处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 546,
   "metadata": {},
   "outputs": [],
   "source": [
    "详情网址=[i['job_href'] for i in 数据处理]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 547,
   "metadata": {},
   "outputs": [],
   "source": [
    "工作名=[i['job_name'] for i in 数据处理]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 548,
   "metadata": {},
   "outputs": [],
   "source": [
    "公司名=[i['company_name'] for i in 数据处理]\n",
    "公司类型=[i['companytype_text'] for i in 数据处理]\n",
    "公司地点=[i['workarea_text'] for i in 数据处理]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 549,
   "metadata": {},
   "outputs": [],
   "source": [
    "工作福利=[i['jobwelf'] for i in 数据处理]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 550,
   "metadata": {},
   "outputs": [],
   "source": [
    "薪资=[i['providesalary_text'] for i in 数据处理]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 爬取页面数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 551,
   "metadata": {},
   "outputs": [],
   "source": [
    "def change_industry(i):\n",
    "    url = 参数模板生成(i)\n",
    "    session = HTMLSession()\n",
    "    r = session.get( url )\n",
    "     # 解析\n",
    "    数据提取=r.html.xpath('//script[@type=\"text/javascript\"]//text()')\n",
    "    数据处理_dict=数据提取[0].split('__SEARCH_RESULT__ =')[1]\n",
    "    数据处理=eval(数据处理_dict)[\"engine_search_result\"]\n",
    "    # 构建字典\n",
    "    dict = {\n",
    "    \"工作名\":[i['job_name'] for i in 数据处理],\n",
    "    \"公司名称\":[i['company_name'] for i in 数据处理],\n",
    "    \"公司地点\":[i['workarea_text'] for i in 数据处理],\n",
    "    \"薪水\":[i['providesalary_text'] for i in 数据处理],\n",
    "    \"公司概况链接\":[i['job_href'] for i in 数据处理],\n",
    "        \"工作福利\":[i['jobwelf'] for i in 数据处理],\n",
    "    }\n",
    "\n",
    "    数据字典 = {k:v for k,v in dict.items()}\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "#     display(数据)\n",
    "#     return(url)\n",
    "    return(数据)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 552,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>工作名</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>薪水</th>\n",
       "      <th>公司概况链接</th>\n",
       "      <th>工作福利</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>个贷产品经理</td>\n",
       "      <td>广发银行股份有限公司信用卡中心</td>\n",
       "      <td>广州</td>\n",
       "      <td>30-40万\\/年</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/131939503.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充医疗保险 专业培训 绩效奖金 年终奖金 员工旅游 定期体检 15个月薪酬</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>金融产品经理岗</td>\n",
       "      <td>广发证券股份有限公司广州番禺环城东路证券营业部</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>0.5-1.4万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/108654920.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>广发证券股份有限公司广州万博二路证券营业部</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>0.5-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/119325629.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>产品经理（ERP产品线）</td>\n",
       "      <td>广东数夫软件有限公司</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>1.2-2.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131025903.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>工作环境优美 领导nice 五险一金 年终奖金 生日礼金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>私募基金产品经理</td>\n",
       "      <td>广州致远私募证券投资管理有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131935261.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州天锐医健信息科技有限公司</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/131935356.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州市爱智造科技有限公司</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/128663424.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 餐饮补贴 专业培训 绩效奖金 年终奖金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>产品经理（医药）</td>\n",
       "      <td>广东君悦营养医学有限公司</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>0.9-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/126256889.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>员工社保 做五休二 年终奖金 专业培训 定期体检 员工旅游</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳市证通电子股份有限公司</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>0.8-1.3万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/120719012.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 餐饮补贴 绩效奖金 年终奖金 定期体检 补充医疗保险 商业保险 生日贺金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>物联网平台产品经理</td>\n",
       "      <td>北京煜邦电力技术股份有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>1.5-2.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/128174006.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 餐饮补贴 专业培训 绩效奖金 年终奖金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州学邦信息技术有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1.3-1.8万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131209165.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 专业培训 定期体检 弹性工作 带薪年假 绩效奖金 节日福利 通讯补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>大数据产品经理</td>\n",
       "      <td>广州壹豆网络科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-1.9万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/129167172.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 弹性工作 定期体检 周末双休 专业培训 带薪年假</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>学府信息技术咨询（广州）有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/114498642.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充公积金 员工旅游 交通补贴 年终奖金 带薪年假 专业培训</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>国内酒店产品经理</td>\n",
       "      <td>汇智国际旅游发展有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>0.8-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/121054952.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 专业培训 出国机会 绩效奖金 年终奖金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>讯猫软件集团有限公司</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>0.8-1.2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/130851344.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>周末双休 绩效奖金 购买社保 带薪年假 节日福利 带薪病假</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州耘宇电子科技有限公司</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/131805470.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>年终奖金 弹性工作 专业培训 绩效奖金 带薪年假 交通补贴 五险一金 员工旅游 定期体检 周末双休</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>天讯瑞达通信技术有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/78354206.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 周末双休 带薪年假 体育活动</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>产品经理-基因检测方向(香雪南方精准)</td>\n",
       "      <td>广州市香雪制药股份有限公司</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/107043849.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>广东易臣信息技术有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0.6-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/127705066.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 餐饮补贴 绩效奖金 年终奖金 周末双休</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>IT管理系统产品经理</td>\n",
       "      <td>越秀地产IT共享中心</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20-30万\\/年</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131933802.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充医疗保险 餐饮补贴 年终奖金 弹性工作 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州市捍御者信息科技有限公司</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>1.1-2.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/130233432.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>节日福利 出差补贴 餐费补贴 定期体检 五险一金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>广东爱碧生生物科技有限公司</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/124880687.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 定期体检 员工旅游 工龄奖金 生日福利 年底双薪 全勤奖 节日福利</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州合富科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0.9-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/120422423.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>产品经理（IP衍生品）</td>\n",
       "      <td>广州数金信息技术有限公司</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>1.2-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/130501534.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>周末双休 带薪年假 五险一金 绩效奖金 节日福利 交通补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州梓睿医药科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1.5-3万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/129852536.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 定期体检 年终奖金 弹性工作 生日会 节日福利 结婚生育津贴 午餐福利 绩效奖金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>广州市易医通互联网科技有限公司</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/129635306.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 年终奖金 员工旅游 弹性工作 绩效奖金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州市微柏软件股份有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/82061907.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 餐饮补贴 绩效奖金 年终奖金 股票期权 弹性工作 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>广东环凯生物技术有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/131775376.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 免费班车 员工旅游 定期体检 周末双休 专业培训 节日福利 带薪年假</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>万联证券金融产品经理（荔湾）</td>\n",
       "      <td>万联证券股份有限公司广州荔湾分公司</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>0.5-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/125289270.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 专业培训 定期体检 弹性工作 绩效奖金 带薪年假</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>广州爱奇技术有限公司</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131791501.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 餐饮补贴 专业培训 绩效奖金 年终奖金 股票期权 弹性工作 定期体检 周末双休</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>健帆生物科技集团股份有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2-2.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131925982.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 绩效奖金 专业培训</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>博一（广州）信息科技有限公司</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/131224876.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>物流产品经理（跨境）</td>\n",
       "      <td>广州市递一集供应链服务有限公司</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/131929625.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>资深产品经理(双休）</td>\n",
       "      <td>广州小秋阳信息技术有限公司</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131730904.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 周末双休 包吃 带薪年假 全勤奖 节日福利 专业培训</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>资深产品经理（双休）</td>\n",
       "      <td>盛世创富保险经纪有限公司</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131729401.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 餐饮补贴 年终奖金 专业培训</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>产品经理（烘焙）</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>0.8-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/129847798.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 交通补贴 住房补贴 专业培训 员工旅游 弹性工作 通讯补贴 拜访补贴 带车车补 油费报销</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>产品经理（广州）</td>\n",
       "      <td>天翼物联科技有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125883736.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>广州炒米信息科技有限公司</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2-3万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/121094499.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 绩效奖金 弹性工作 周末双休 定期体检 年终奖金 综合补贴 节日福利</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>CSIG08-游戏平台\\/社区产品经理</td>\n",
       "      <td>深圳市腾讯计算机系统有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/131918604.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>L交通银行综合金融产品经理</td>\n",
       "      <td>交通银行股份有限公司太平洋信用卡中心</td>\n",
       "      <td>广州</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/131924549.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>小程序产品经理</td>\n",
       "      <td>广州市颜肌生物科技有限公司</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>0.8-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131916895.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>年终奖金 带薪年假 定期体检 绩效奖金 员工旅游 五险</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>数据产品经理（亚马逊）</td>\n",
       "      <td>广州宏数科技有限公司</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>0.8-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/131916441.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>节日福利 专业培训 带薪年假 股权激励 分红激励 行业平台优势 扁平管理 年轻热血团队 老板nice 五险一金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>广东省南方名牌农产品推进中心</td>\n",
       "      <td>广州</td>\n",
       "      <td>1-1.8万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/110399269.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 绩效奖金 带薪年假 节日福利 周末双休</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>B端产品经理</td>\n",
       "      <td>广州奇享科技有限公司</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131925215.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充医疗保险 员工旅游 零食、下午茶 领导好 提供培训福利 岗位晋升 团队聚餐</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>日化产品经理</td>\n",
       "      <td>京姿（上海）生物科技有限公司</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/131924919.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>全勤奖 节日福利 绩效奖金 弹性工作 带薪年假</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>日化产品经理</td>\n",
       "      <td>广州柒伍网络科技有限公司</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/131924866.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>全勤奖 节日福利 绩效奖金 弹性工作 带薪年假</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>首都城投（广州）有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1.5-2.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/128913907.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 绩效奖金 通讯补贴 交通补贴 员工旅游 岗位补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>产品经理（护肤品）</td>\n",
       "      <td>广州贝乐美科技有限公司</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>0.8-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/131889383.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>弹性工作 绩效奖金 年终奖金 员工旅游 全勤奖 节日福利 带薪年假 通讯补贴 五险一金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>产品经理（ERP、MES）</td>\n",
       "      <td>广州云作科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/118542609.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 餐饮补贴 定期体检 员工旅游 交通补贴 周末双休 补充医疗保险 团队聚餐</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州奕昕生物科技有限公司</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>0.6-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/126841651.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 专业培训 出国机会 弹性工作 员工旅游 绩效奖金 年终奖金 定期体检</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    工作名                     公司名称    公司地点           薪水  \\\n",
       "0                个贷产品经理          广发银行股份有限公司信用卡中心      广州    30-40万\\/年   \n",
       "1               金融产品经理岗  广发证券股份有限公司广州番禺环城东路证券营业部  广州-番禺区  0.5-1.4万\\/月   \n",
       "2                金融产品经理    广发证券股份有限公司广州万博二路证券营业部  广州-番禺区    0.5-1万\\/月   \n",
       "3          产品经理（ERP产品线）               广东数夫软件有限公司    异地招聘  1.2-2.5万\\/月   \n",
       "4              私募基金产品经理         广州致远私募证券投资管理有限公司  广州-天河区      6-8千\\/月   \n",
       "5                  产品经理           广州天锐医健信息科技有限公司  广州-黄埔区    0.8-1万\\/月   \n",
       "6                  产品经理             广州市爱智造科技有限公司  广州-海珠区      1-2万\\/月   \n",
       "7              产品经理（医药）             广东君悦营养医学有限公司  广州-黄埔区    0.9-1万\\/月   \n",
       "8                  产品经理            深圳市证通电子股份有限公司  广州-白云区  0.8-1.3万\\/月   \n",
       "9             物联网平台产品经理           北京煜邦电力技术股份有限公司      广州  1.5-2.5万\\/月   \n",
       "10                 产品经理             广州学邦信息技术有限公司  广州-天河区  1.3-1.8万\\/月   \n",
       "11              大数据产品经理             广州壹豆网络科技有限公司  广州-天河区    1-1.9万\\/月   \n",
       "12                 产品经理         学府信息技术咨询（广州）有限公司      广州    1-1.5万\\/月   \n",
       "13             国内酒店产品经理             汇智国际旅游发展有限公司      广州  0.8-1.5万\\/月   \n",
       "14                 产品经理               讯猫软件集团有限公司  广州-越秀区  0.8-1.2万\\/月   \n",
       "15                 产品经理             广州耘宇电子科技有限公司  广州-黄埔区    1-1.5万\\/月   \n",
       "16                 产品经理             天讯瑞达通信技术有限公司      广州      1-2万\\/月   \n",
       "17  产品经理-基因检测方向(香雪南方精准)            广州市香雪制药股份有限公司  广州-白云区    1.5-2万\\/月   \n",
       "18                 产品经理             广东易臣信息技术有限公司  广州-天河区    0.6-1万\\/月   \n",
       "19           IT管理系统产品经理               越秀地产IT共享中心  广州-天河区    20-30万\\/年   \n",
       "20                 产品经理           广州市捍御者信息科技有限公司  广州-黄埔区  1.1-2.5万\\/月   \n",
       "21                 产品经理            广东爱碧生生物科技有限公司  广州-白云区      1-2万\\/月   \n",
       "22                 产品经理               广州合富科技有限公司  广州-天河区  0.9-1.5万\\/月   \n",
       "23          产品经理（IP衍生品）             广州数金信息技术有限公司  广州-越秀区    1.2-2万\\/月   \n",
       "24                 产品经理             广州梓睿医药科技有限公司  广州-天河区    1.5-3万\\/月   \n",
       "25               高级产品经理          广州市易医通互联网科技有限公司  广州-越秀区    1-1.5万\\/月   \n",
       "26                 产品经理            广州市微柏软件股份有限公司  广州-天河区      1-2万\\/月   \n",
       "27                 产品经理             广东环凯生物技术有限公司      广州      1-2万\\/月   \n",
       "28       万联证券金融产品经理（荔湾）        万联证券股份有限公司广州荔湾分公司  广州-荔湾区    0.5-1万\\/月   \n",
       "29              互联网产品经理               广州爱奇技术有限公司  广州-海珠区    1-1.5万\\/月   \n",
       "30                 产品经理           健帆生物科技集团股份有限公司  广州-天河区    2-2.5万\\/月   \n",
       "31                 产品经理           博一（广州）信息科技有限公司  广州-越秀区      6-8千\\/月   \n",
       "32           物流产品经理（跨境）          广州市递一集供应链服务有限公司  广州-白云区    1.5-2万\\/月   \n",
       "33           资深产品经理(双休）            广州小秋阳信息技术有限公司  广州-海珠区      1-2万\\/月   \n",
       "34           资深产品经理（双休）             盛世创富保险经纪有限公司  广州-海珠区      1-2万\\/月   \n",
       "35             产品经理（烘焙）               广州奥昆食品有限公司  广州-南沙区  0.8-1.5万\\/月   \n",
       "36             产品经理（广州）               天翼物联科技有限公司      广州                \n",
       "37               高级产品经理             广州炒米信息科技有限公司  广州-黄埔区      2-3万\\/月   \n",
       "38  CSIG08-游戏平台\\/社区产品经理           深圳市腾讯计算机系统有限公司      广州                \n",
       "39        L交通银行综合金融产品经理       交通银行股份有限公司太平洋信用卡中心      广州    1-1.5万\\/月   \n",
       "40              小程序产品经理            广州市颜肌生物科技有限公司  广州-海珠区  0.8-1.5万\\/月   \n",
       "41          数据产品经理（亚马逊）               广州宏数科技有限公司  广州-白云区  0.8-1.5万\\/月   \n",
       "42              互联网产品经理           广东省南方名牌农产品推进中心      广州    1-1.8万\\/月   \n",
       "43               B端产品经理               广州奇享科技有限公司  广州-海珠区    1.5-2万\\/月   \n",
       "44               日化产品经理           京姿（上海）生物科技有限公司  广州-白云区    1.5-2万\\/月   \n",
       "45               日化产品经理             广州柒伍网络科技有限公司  广州-白云区    1.5-2万\\/月   \n",
       "46               金融产品经理             首都城投（广州）有限公司  广州-天河区  1.5-2.5万\\/月   \n",
       "47            产品经理（护肤品）              广州贝乐美科技有限公司  广州-白云区  0.8-1.5万\\/月   \n",
       "48        产品经理（ERP、MES）               广州云作科技有限公司  广州-天河区      1-2万\\/月   \n",
       "49                 产品经理             广州奕昕生物科技有限公司  广州-黄埔区    0.6-1万\\/月   \n",
       "\n",
       "                                                                         公司概况链接  \\\n",
       "0       https:\\/\\/jobs.51job.com\\/guangzhou\\/131939503.html?s=sou_sou_soulb&t=0   \n",
       "1   https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/108654920.html?s=sou_sou_soulb&t=0   \n",
       "2   https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/119325629.html?s=sou_sou_soulb&t=0   \n",
       "3        https:\\/\\/jobs.51job.com\\/dongguan\\/131025903.html?s=sou_sou_soulb&t=0   \n",
       "4   https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131935261.html?s=sou_sou_soulb&t=0   \n",
       "5   https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/131935356.html?s=sou_sou_soulb&t=0   \n",
       "6   https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/128663424.html?s=sou_sou_soulb&t=0   \n",
       "7   https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/126256889.html?s=sou_sou_soulb&t=0   \n",
       "8   https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/120719012.html?s=sou_sou_soulb&t=0   \n",
       "9       https:\\/\\/jobs.51job.com\\/guangzhou\\/128174006.html?s=sou_sou_soulb&t=0   \n",
       "10  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131209165.html?s=sou_sou_soulb&t=0   \n",
       "11  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/129167172.html?s=sou_sou_soulb&t=0   \n",
       "12      https:\\/\\/jobs.51job.com\\/guangzhou\\/114498642.html?s=sou_sou_soulb&t=0   \n",
       "13      https:\\/\\/jobs.51job.com\\/guangzhou\\/121054952.html?s=sou_sou_soulb&t=0   \n",
       "14  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/130851344.html?s=sou_sou_soulb&t=0   \n",
       "15  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/131805470.html?s=sou_sou_soulb&t=0   \n",
       "16       https:\\/\\/jobs.51job.com\\/guangzhou\\/78354206.html?s=sou_sou_soulb&t=0   \n",
       "17  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/107043849.html?s=sou_sou_soulb&t=0   \n",
       "18  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/127705066.html?s=sou_sou_soulb&t=0   \n",
       "19  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131933802.html?s=sou_sou_soulb&t=0   \n",
       "20  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/130233432.html?s=sou_sou_soulb&t=0   \n",
       "21  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/124880687.html?s=sou_sou_soulb&t=0   \n",
       "22  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/120422423.html?s=sou_sou_soulb&t=0   \n",
       "23  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/130501534.html?s=sou_sou_soulb&t=0   \n",
       "24  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/129852536.html?s=sou_sou_soulb&t=0   \n",
       "25  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/129635306.html?s=sou_sou_soulb&t=0   \n",
       "26   https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/82061907.html?s=sou_sou_soulb&t=0   \n",
       "27      https:\\/\\/jobs.51job.com\\/guangzhou\\/131775376.html?s=sou_sou_soulb&t=0   \n",
       "28  https:\\/\\/jobs.51job.com\\/guangzhou-lwq\\/125289270.html?s=sou_sou_soulb&t=0   \n",
       "29  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131791501.html?s=sou_sou_soulb&t=0   \n",
       "30  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131925982.html?s=sou_sou_soulb&t=0   \n",
       "31  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/131224876.html?s=sou_sou_soulb&t=0   \n",
       "32  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/131929625.html?s=sou_sou_soulb&t=0   \n",
       "33  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131730904.html?s=sou_sou_soulb&t=0   \n",
       "34  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131729401.html?s=sou_sou_soulb&t=0   \n",
       "35  https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/129847798.html?s=sou_sou_soulb&t=0   \n",
       "36      https:\\/\\/jobs.51job.com\\/guangzhou\\/125883736.html?s=sou_sou_soulb&t=0   \n",
       "37  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/121094499.html?s=sou_sou_soulb&t=0   \n",
       "38      https:\\/\\/jobs.51job.com\\/guangzhou\\/131918604.html?s=sou_sou_soulb&t=0   \n",
       "39      https:\\/\\/jobs.51job.com\\/guangzhou\\/131924549.html?s=sou_sou_soulb&t=0   \n",
       "40  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131916895.html?s=sou_sou_soulb&t=0   \n",
       "41  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/131916441.html?s=sou_sou_soulb&t=0   \n",
       "42      https:\\/\\/jobs.51job.com\\/guangzhou\\/110399269.html?s=sou_sou_soulb&t=0   \n",
       "43  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131925215.html?s=sou_sou_soulb&t=0   \n",
       "44  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/131924919.html?s=sou_sou_soulb&t=0   \n",
       "45  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/131924866.html?s=sou_sou_soulb&t=0   \n",
       "46  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/128913907.html?s=sou_sou_soulb&t=0   \n",
       "47  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/131889383.html?s=sou_sou_soulb&t=0   \n",
       "48  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/118542609.html?s=sou_sou_soulb&t=0   \n",
       "49  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/126841651.html?s=sou_sou_soulb&t=0   \n",
       "\n",
       "                                                       工作福利  \n",
       "0               五险一金 补充医疗保险 专业培训 绩效奖金 年终奖金 员工旅游 定期体检 15个月薪酬  \n",
       "1                                                            \n",
       "2                                                            \n",
       "3                              工作环境优美 领导nice 五险一金 年终奖金 生日礼金  \n",
       "4                                                            \n",
       "5                                                            \n",
       "6                                  五险一金 餐饮补贴 专业培训 绩效奖金 年终奖金  \n",
       "7                             员工社保 做五休二 年终奖金 专业培训 定期体检 员工旅游  \n",
       "8                 五险一金 餐饮补贴 绩效奖金 年终奖金 定期体检 补充医疗保险 商业保险 生日贺金  \n",
       "9                                  五险一金 餐饮补贴 专业培训 绩效奖金 年终奖金  \n",
       "10                  五险一金 专业培训 定期体检 弹性工作 带薪年假 绩效奖金 节日福利 通讯补贴  \n",
       "11                  五险一金 绩效奖金 年终奖金 弹性工作 定期体检 周末双休 专业培训 带薪年假  \n",
       "12                      五险一金 补充公积金 员工旅游 交通补贴 年终奖金 带薪年假 专业培训  \n",
       "13                            五险一金 员工旅游 专业培训 出国机会 绩效奖金 年终奖金  \n",
       "14                            周末双休 绩效奖金 购买社保 带薪年假 节日福利 带薪病假  \n",
       "15        年终奖金 弹性工作 专业培训 绩效奖金 带薪年假 交通补贴 五险一金 员工旅游 定期体检 周末双休  \n",
       "16                            五险一金 绩效奖金 年终奖金 周末双休 带薪年假 体育活动  \n",
       "17                                                           \n",
       "18                                 五险一金 餐饮补贴 绩效奖金 年终奖金 周末双休  \n",
       "19                          五险一金 补充医疗保险 餐饮补贴 年终奖金 弹性工作 定期体检  \n",
       "20                                 节日福利 出差补贴 餐费补贴 定期体检 五险一金  \n",
       "21                   五险一金 定期体检 员工旅游 工龄奖金 生日福利 年底双薪 全勤奖 节日福利  \n",
       "22                                                           \n",
       "23                            周末双休 带薪年假 五险一金 绩效奖金 节日福利 交通补贴  \n",
       "24       五险一金 员工旅游 定期体检 年终奖金 弹性工作 生日会 节日福利 结婚生育津贴 午餐福利 绩效奖金  \n",
       "25                                 五险一金 年终奖金 员工旅游 弹性工作 绩效奖金  \n",
       "26                  五险一金 员工旅游 餐饮补贴 绩效奖金 年终奖金 股票期权 弹性工作 定期体检  \n",
       "27        五险一金 绩效奖金 年终奖金 免费班车 员工旅游 定期体检 周末双休 专业培训 节日福利 带薪年假  \n",
       "28                            五险一金 专业培训 定期体检 弹性工作 绩效奖金 带薪年假  \n",
       "29        五险一金 员工旅游 餐饮补贴 专业培训 绩效奖金 年终奖金 股票期权 弹性工作 定期体检 周末双休  \n",
       "30                                           五险一金 绩效奖金 专业培训  \n",
       "31                                                           \n",
       "32                                                           \n",
       "33                          五险一金 周末双休 包吃 带薪年假 全勤奖 节日福利 专业培训  \n",
       "34                                      五险一金 餐饮补贴 年终奖金 专业培训  \n",
       "35        五险一金 交通补贴 住房补贴 专业培训 员工旅游 弹性工作 通讯补贴 拜访补贴 带车车补 油费报销  \n",
       "36                                                           \n",
       "37             五险一金 员工旅游 绩效奖金 弹性工作 周末双休 定期体检 年终奖金 综合补贴 节日福利  \n",
       "38                                                           \n",
       "39                                                           \n",
       "40                              年终奖金 带薪年假 定期体检 绩效奖金 员工旅游 五险  \n",
       "41  节日福利 专业培训 带薪年假 股权激励 分红激励 行业平台优势 扁平管理 年轻热血团队 老板nice 五险一金  \n",
       "42                                 五险一金 绩效奖金 带薪年假 节日福利 周末双休  \n",
       "43             五险一金 补充医疗保险 员工旅游 零食、下午茶 领导好 提供培训福利 岗位晋升 团队聚餐  \n",
       "44                                  全勤奖 节日福利 绩效奖金 弹性工作 带薪年假  \n",
       "45                                  全勤奖 节日福利 绩效奖金 弹性工作 带薪年假  \n",
       "46                            五险一金 绩效奖金 通讯补贴 交通补贴 员工旅游 岗位补贴  \n",
       "47              弹性工作 绩效奖金 年终奖金 员工旅游 全勤奖 节日福利 带薪年假 通讯补贴 五险一金  \n",
       "48                五险一金 餐饮补贴 定期体检 员工旅游 交通补贴 周末双休 补充医疗保险 团队聚餐  \n",
       "49                  五险一金 专业培训 出国机会 弹性工作 员工旅游 绩效奖金 年终奖金 定期体检  "
      ]
     },
     "execution_count": 552,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "change_industry('产品经理')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 工作职能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 553,
   "metadata": {},
   "outputs": [],
   "source": [
    "Java开发工程师url=\"https://search.51job.com/list/030200,000000,0121,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 554,
   "metadata": {},
   "outputs": [],
   "source": [
    "小程序开发工程师url=\"https://search.51job.com/list/030200,000000,7705,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 寻找参数变化规律"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 555,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ParseResult(scheme='https', netloc='search.51job.com', path='/list/030200,000000,0121,00,9,99,+,2,1.html', params='', query='lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', fragment='')"
      ]
     },
     "execution_count": 555,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Java开发工程师_拆分=urllib.parse.urlparse(Java开发工程师url)\n",
    "Java开发工程师_拆分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 556,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ParseResult(scheme='https', netloc='search.51job.com', path='/list/030200,000000,7705,00,9,99,+,2,1.html', params='', query='lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', fragment='')"
      ]
     },
     "execution_count": 556,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "小程序开发工程师_拆分=urllib.parse.urlparse(小程序开发工程师url)\n",
    "小程序开发工程师_拆分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 557,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                                                                                  https\n",
       "1                                                                                       search.51job.com\n",
       "2                                                            /list/030200,000000,0121,00,9,99,+,2,1.html\n",
       "3                                                                                                       \n",
       "4    lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=...\n",
       "5                                                                                                       \n",
       "Name: Java开发工程师, dtype: object"
      ]
     },
     "execution_count": 557,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Java开发工程师_比较参数= pd.Series(Java开发工程师_拆分,name=\"Java开发工程师\")\n",
    "Java开发工程师_比较参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 558,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                                                                                  https\n",
       "1                                                                                       search.51job.com\n",
       "2                                                            /list/030200,000000,7705,00,9,99,+,2,1.html\n",
       "3                                                                                                       \n",
       "4    lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=...\n",
       "5                                                                                                       \n",
       "Name: 小程序开发工程师, dtype: object"
      ]
     },
     "execution_count": 558,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "小程序开发工程师_比较参数= pd.Series(小程序开发工程师_拆分,name=\"小程序开发工程师\")\n",
    "小程序开发工程师_比较参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 559,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Java开发工程师</th>\n",
       "      <th>小程序开发工程师</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https</td>\n",
       "      <td>https</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>search.51job.com</td>\n",
       "      <td>search.51job.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/list/030200,000000,0121,00,9,99,+,2,1.html</td>\n",
       "      <td>/list/030200,000000,7705,00,9,99,+,2,1.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=</td>\n",
       "      <td>lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                     Java开发工程师  \\\n",
       "0                                                                                                                        https   \n",
       "1                                                                                                             search.51job.com   \n",
       "2                                                                                  /list/030200,000000,0121,00,9,99,+,2,1.html   \n",
       "3                                                                                                                                \n",
       "4  lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=   \n",
       "5                                                                                                                                \n",
       "\n",
       "                                                                                                                      小程序开发工程师  \n",
       "0                                                                                                                        https  \n",
       "1                                                                                                             search.51job.com  \n",
       "2                                                                                  /list/030200,000000,7705,00,9,99,+,2,1.html  \n",
       "3                                                                                                                               \n",
       "4  lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=  \n",
       "5                                                                                                                               "
      ]
     },
     "execution_count": 559,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('max_colwidth',200)\n",
    "df=pd.concat([Java开发工程师_比较参数,小程序开发工程师_比较参数],axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 560,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Java开发工程师</th>\n",
       "      <th>小程序开发工程师</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/list/030200,000000,0121,00,9,99,+,2,1.html</td>\n",
       "      <td>/list/030200,000000,7705,00,9,99,+,2,1.html</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     Java开发工程师  \\\n",
       "2  /list/030200,000000,0121,00,9,99,+,2,1.html   \n",
       "\n",
       "                                      小程序开发工程师  \n",
       "2  /list/030200,000000,7705,00,9,99,+,2,1.html  "
      ]
     },
     "execution_count": 560,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[2:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取script链接内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 561,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'>"
      ]
     },
     "execution_count": 561,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script_text = r.html.xpath('//script[@type=\"text/javascript\"]')[-2]\n",
    "script_text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 562,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'"
      ]
     },
     "execution_count": 562,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script_url = \"http:\"+script_text.html.split(\"\\\"\")[3]\n",
    "script_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 563,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = session.get(script_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 564,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       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技师\",5007:\"按摩\",5024:\"足疗\",5010:\"宠物护理/美容\",5011:\"其他\",5100:\"百货零售\",5101:\"门店经理/店长\",5122:\"店长助理\",5112:\"品类管理\",5114:\"品牌/连锁招商管理\",5115:\"奢侈品业务\",5102:\"店员/营业员\",5116:\"珠宝销售顾问\",5117:\"促销主管/督导/巡店\",5123:\"导购管理\",5105:\"促销员/导购员\",5103:\"收银主管\",5119:\"收银员\",5124:\"陈列管理\",5104:\"陈列员\",5120:\"收货员\",5121:\"理货员\",5130:\"商品管理\",5113:\"安防主管\",5108:\"防损员/内保\",5109:\"西点师/面包糕点加工\",5110:\"生鲜食品加工/处理\",5111:\"熟食加工\",5106:\"兼职店员\",5107:\"其他\",1800:\"交通运输服务\",1822:\"飞机机长/副机长\",1823:\"空乘人员\",1825:\"列车/地铁车长\",1827:\"船长/副船长\",1810:\"商务司机\",1830:\"客运司机\",1831:\"货运司机\",1832:\"出租车司机\",1833:\"班车司机\",1826:\"列车/地铁司机\",1835:\"特种车司机\",1839:\"驾校教练\",1840:\"代驾\",1824:\"地勤人员\",1801:\"乘务员\",1828:\"船员\",1829:\"其他\",5200:\"家政保洁\",5206:\"家政服务/保姆\",5209:\"月嫂\",5210:\"育婴师/保育员\",5211:\"护工\",5205:\"清洁工\",5212:\"钟点工\",5213:\"洗衣工\",5214:\"送水工\",5202:\"保镖\",5215:\"空调维修\",5216:\"家电维修\",5203:\"寻呼员/话务员\",5207:\"其他\",1500:\"政府/非盈利机构\",1501:\"公务员\",1502:\"志愿者/社会工作者\",1503:\"城市管理网格员\",2e3:\"翻译\",2001:\"英语翻译\",2002:\"日语翻译\",2003:\"德语翻译\",2004:\"法语翻译\",2005:\"俄语翻译\",2010:\"意大利语翻译\",2006:\"西班牙语翻译\",2011:\"葡萄牙语翻译\",2009:\"阿拉伯语翻译\",2007:\"韩语/朝鲜语翻译\",2012:\"泰语翻译\",2013:\"中国方言翻译\",2008:\"其他语种翻译\",1600:\"在校学生\",1605:\"研究生\",1602:\"大学/大专应届毕业生\",1601:\"中专/职校生\",1604:\"其他\",1700:\"储备干部/培训生/实习生\",1702:\"储备干部\",1701:\"培训生\",1703:\"实习生\",5300:\"兼职\",5301:\"兼职\",5600:\"环保\",5601:\"环保工程师\",5604:\"环境影响评价工程师\",5609:\"生态治理/规划\",5605:\"环保检测\",5606:\"水质检测员\",5602:\"水处理工程师\",5607:\"固废工程师\",5608:\"废气处理工程师\",5603:\"其他\",5800:\"农/林/牧/渔\",5801:\"养殖部主管\",5802:\"场长(农/林/牧/渔业)\",5803:\"农艺师\",5804:\"畜牧师\",5805:\"饲养员\",5808:\"农业技术员\",5806:\"动物营养/饲料研发\",5810:\"驯兽师/助理驯兽师\",5807:\"其他\",6200:\"机械机床\",6201:\"数控操机\",6202:\"数控编程\",6203:\"机修工\",6204:\"折弯工\",6205:\"车工\",6206:\"磨工\",6207:\"铣工\",6208:\"冲压工\",6209:\"刨工\",6210:\"钳工\",6211:\"钻工\",6212:\"镗工\",6213:\"铆工\",6214:\"钣金工\",6215:\"抛光工\",6216:\"切割技工\",6217:\"模具工\",6218:\"炼胶工\",6219:\"硫化工\",6220:\"吹膜工\",6221:\"注塑工\",6222:\"其他\",6300:\"印刷包装\",6301:\"印刷工\",6302:\"校对/录入\",6304:\"调色员\",6305:\"烫金工\",6306:\"晒版员\",6307:\"印刷排版/制版\",6308:\"装订工\",6309:\"印刷机械机长\",6310:\"数码直印/菲林输出\",6311:\"调墨技师\",6312:\"电分操作员\",6313:\"打稿机操作员\",6314:\"切纸机操作工\",6315:\"裱胶工\",6316:\"压痕工\",6317:\"复卷工\",6318:\"其他\",6400:\"运动健身\",6401:\"健身顾问/教练\",6402:\"瑜伽老师\",6403:\"舞蹈老师\",6404:\"游泳教练\",6405:\"救生员\",6406:\"高尔夫教练\",6407:\"体育运动教练\",6408:\"其他\",6500:\"休闲娱乐\",6512:\"网络主播\",6513:\"主播助理\",6514:\"带货主播\",6501:\"司仪\",6502:\"婚礼/庆典策划服务\",6503:\"DJ\",6504:\"驻唱/歌手\",6505:\"舞蹈演员\",6506:\"模特\",6507:\"演员/群众演员\",6509:\"娱乐领班\",6510:\"娱乐服务员\",6511:\"前台迎宾\",6508:\"其他\"}'"
      ]
     },
     "execution_count": 564,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "职能_str = res.content.decode('gbk').split('window.ft=')[1].split(\"},function(e,t){window.aFTN=\")[0]\n",
    "职能_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 565,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'后端开发': '0100',\n",
       " 'Java开发工程师': '0121',\n",
       " 'PHP开发工程师': '0120',\n",
       " 'C/C++开发工程师': '0122',\n",
       " 'Python开发工程师': '0124',\n",
       " '.NET开发工程师': '0126',\n",
       " 'C#开发工程师': '0153',\n",
       " 'Ruby开发工程师': '0151',\n",
       " 'Go开发工程师': '0152',\n",
       " '大数据开发工程师': '0130',\n",
       " 'Hadoop工程师': '0129',\n",
       " '爬虫开发工程师': '0131',\n",
       " '脚本开发工程师': '0132',\n",
       " '多媒体开发工程师': '0133',\n",
       " 'GIS工程师': '0155',\n",
       " '全栈工程师': '0154',\n",
       " 'ERP技术开发': '0117',\n",
       " '区块链开发': '0128',\n",
       " '高级软件工程师': '0106',\n",
       " '软件工程师': '0107',\n",
       " '系统架构设计师': '0143',\n",
       " '系统分析员': '0123',\n",
       " '技术文员/助理': '0149',\n",
       " '技术文档工程师': '0150',\n",
       " '其他': 6508,\n",
       " '移动开发': 7700,\n",
       " 'Android开发工程师': 7701,\n",
       " 'iOS开发工程师': 7702,\n",
       " '小程序开发工程师': 7705,\n",
       " '移动开发工程师': 7703,\n",
       " '前端开发': 7200,\n",
       " 'Web前端开发': 7201,\n",
       " 'HTML5开发工程师': 7202,\n",
       " '人工智能': 7300,\n",
       " '机器学习工程师': 7301,\n",
       " '深度学习工程师': 7302,\n",
       " '图像算法工程师': 7303,\n",
       " '图像处理工程师': 7304,\n",
       " '图像识别工程师': 7305,\n",
       " '语音识别工程师': 7306,\n",
       " '机器视觉工程师': 7307,\n",
       " '自然语言处理(NLP)': 7308,\n",
       " '算法工程师': 7309,\n",
       " '推荐算法工程师': 7310,\n",
       " '搜索算法工程师': 7311,\n",
       " '游戏': 7800,\n",
       " '游戏策划师': 7801,\n",
       " '游戏系统策划': 7802,\n",
       " '游戏数值策划': 7803,\n",
       " '游戏关卡策划': 7804,\n",
       " '游戏文案策划/剧情策划': 7805,\n",
       " '游戏界面设计师': 7806,\n",
       " '游戏角色设计师': 7820,\n",
       " '游戏特效设计师': 7817,\n",
       " 'UE4特效师': 7822,\n",
       " '游戏动作设计师': 7818,\n",
       " '游戏场景设计师': 7819,\n",
       " '游戏原画师': 7807,\n",
       " '游戏动画师': 7808,\n",
       " '游戏开发工程师': 7809,\n",
       " 'Cocos2d-x开发工程师': 7810,\n",
       " 'Unity3d开发工程师': 7811,\n",
       " 'UE4开发工程师': 7823,\n",
       " '游戏客户端开发工程师': 7812,\n",
       " '游戏服务端开发工程师': 7813,\n",
       " '游戏测试': 7821,\n",
       " '游戏运营': 7814,\n",
       " '电子竞技运营': 7815,\n",
       " '视觉/交互设计': 7400,\n",
       " '平面设计总监': 7420,\n",
       " '平面设计经理/主管': 7421,\n",
       " '平面设计师': 7413,\n",
       " '美工/电商设计师': 7419,\n",
       " 'UI设计师': 7412,\n",
       " '视觉设计师': 7403,\n",
       " '网页设计师': 7401,\n",
       " '用户体验（UE/UX）设计师': 7404,\n",
       " '交互设计师': 7402,\n",
       " '动画/3D设计': 7422,\n",
       " '特效设计师': 7407,\n",
       " '原画师': 7418,\n",
       " '绘画': 7417,\n",
       " '多媒体设计': 7416,\n",
       " 'Flash设计师': 7406,\n",
       " '音效设计师': 7408,\n",
       " '计算机辅助设计工程师': 7409,\n",
       " '仿真应用工程师': 7410,\n",
       " '网站架构设计师': 7405,\n",
       " '工业/艺术设计': '0900',\n",
       " '工业设计/产品设计': '0919',\n",
       " '包装设计': '0927',\n",
       " '展览/展示/店面设计': '0925',\n",
       " '家具设计': '0940',\n",
       " '家居设计': '0941',\n",
       " '照明设计': '0934',\n",
       " '陈列设计': '0936',\n",
       " '工艺品/珠宝设计鉴定': '0920',\n",
       " '玩具设计': '0929',\n",
       " '测试': 2700,\n",
       " '软件测试工程师': 2707,\n",
       " '功能测试': 2718,\n",
       " '性能测试': 2719,\n",
       " '安全测试': 2724,\n",
       " '自动化测试': 2720,\n",
       " '移动端测试': 2721,\n",
       " '测试开发': 2722,\n",
       " '测试总监': 2726,\n",
       " '测试经理': 2705,\n",
       " '测试主管': 2723,\n",
       " '系统测试': 2706,\n",
       " '标准化工程师': 2704,\n",
       " '测试工程师': 2725,\n",
       " '运维/技术支持': 7900,\n",
       " '运维工程师': 7901,\n",
       " '自动化运维工程师': 7920,\n",
       " '系统工程师': 7902,\n",
       " '数据库工程师(DBA)': 7903,\n",
       " '系统集成工程师': 7904,\n",
       " 'ERP实施顾问': 7905,\n",
       " '网络安全工程师': 7906,\n",
       " '运维开发': 7915,\n",
       " '网站维护工程师': 7907,\n",
       " '技术支持/维护经理': 7908,\n",
       " '技术支持/维护工程师': 7909,\n",
       " '配置管理工程师': 7910,\n",
       " 'IT经理/IT主管': 7912,\n",
       " '网络工程师(IT工程师)': 7913,\n",
       " '网络管理(Helpdesk)': 7914,\n",
       " '网络维修': 7916,\n",
       " '手机维修': 7917,\n",
       " '电脑维修': 7918,\n",
       " '数据': 7500,\n",
       " '数据分析经理/主管': 7502,\n",
       " '数据分析师': 7501,\n",
       " 'ETL开发工程师': 7503,\n",
       " 'BI工程师': 7504,\n",
       " '数据仓库工程师': 7505,\n",
       " '数据采集工程师': 7506,\n",
       " '数据建模工程师': 7507,\n",
       " '数据治理工程师': 7508,\n",
       " '产品': 6600,\n",
       " '产品总监': 6604,\n",
       " '产品经理/主管': 6602,\n",
       " '互联网产品经理': 6605,\n",
       " '移动产品经理': 6606,\n",
       " '用户产品经理': 6607,\n",
       " '电商产品经理': 6608,\n",
       " '产品专员': 6601,\n",
       " '产品助理': 6603,\n",
       " '需求工程师': 6609,\n",
       " '运营': 8000.0,\n",
       " '运营总监': 8050,\n",
       " '运营经理': 8049,\n",
       " '运营主管': 8048,\n",
       " '运营专员': 8047,\n",
       " '运营助理': 8053,\n",
       " '网站运营总监': 8030,\n",
       " '网站运营经理/主管': 8003,\n",
       " '网站运营专员': 8016,\n",
       " '网络推广总监': 8032,\n",
       " '网络推广经理/主管': 8033,\n",
       " '网络推广专员': 8034,\n",
       " 'SEO/SEM': 8024,\n",
       " '信息流优化师': 8046,\n",
       " '新媒体运营': 8010,\n",
       " '直播运营': 8059,\n",
       " '微信运营': 8055,\n",
       " '微博运营': 8054,\n",
       " '用户运营': 8041,\n",
       " '社区/社群运营': 8058,\n",
       " '活动运营': 8042,\n",
       " '内容运营': 8043,\n",
       " '品类运营': 8051,\n",
       " '数据运营': 8044,\n",
       " '线下运营': 8045,\n",
       " '产品运营': 8057,\n",
       " '网站编辑': 8007,\n",
       " '内容审核': 8052,\n",
       " '网站策划': 8006,\n",
       " '电子商务': 6100,\n",
       " '电商总监': 6111,\n",
       " '电商经理/电商主管': 6110,\n",
       " '电商专员': 6109,\n",
       " '电商运营': 6102,\n",
       " '跨境电商运营': 6112,\n",
       " '网店店长': 6101,\n",
       " '网店店铺管理员': 6103,\n",
       " '网店客服': 6104,\n",
       " '店铺推广': 6105,\n",
       " '网店模特': 6107,\n",
       " '技术管理': 2600,\n",
       " '首席技术执行官CTO': 2611,\n",
       " '首席信息官CIO': 2612,\n",
       " '技术总监/经理': 2602,\n",
       " '项目总监': 3513,\n",
       " '项目经理': 2606,\n",
       " '项目主管': 2607,\n",
       " '项目执行/协调人员': 2608,\n",
       " '项目助理': 2610,\n",
       " '半导体/芯片': 6700,\n",
       " '集成电路IC设计/应用工程师': 6701,\n",
       " '芯片架构工程师': 6727,\n",
       " 'FPGA开发工程师': 6728,\n",
       " 'MEMS工程师': 6729,\n",
       " '射频芯片设计': 6730,\n",
       " '模拟芯片工程师': 6731,\n",
       " '版图设计工程师': 6722,\n",
       " '模拟版图工程师': 6732,\n",
       " '数字前端工程师': 6733,\n",
       " 'IC验证工程师': 6702,\n",
       " 'FPGA原型验证工程师': 6734,\n",
       " 'EDA工程师': 6735,\n",
       " '可测性设计工程师(DFT)': 6736,\n",
       " '数字后端工程师': 6737,\n",
       " '芯片测试工程师': 6738,\n",
       " 'FAE 现场应用工程师': 6712,\n",
       " '半导体工艺工程师': 6723,\n",
       " '工艺整合工程师(PIE)': 6740,\n",
       " '半导体设备工程师': 6739,\n",
       " '失效分析工程师(FA)': 6741,\n",
       " '封装工程师': 6760,\n",
       " '封装研发工程师': 6744,\n",
       " '半导体测试工程师': 6750,\n",
       " '芯片销售工程师': 6746,\n",
       " '半导体器件工程师': 6761,\n",
       " '半导体文档工程师': 6747,\n",
       " '半导体产品经理/产品工程师': 6748,\n",
       " '半导体技术': 6707,\n",
       " '电子/电器/仪器仪表': 2900,\n",
       " '电子工程师/技术员': 2903,\n",
       " 'PCB工程师': 2964,\n",
       " '电子技术研发工程师': 2917,\n",
       " '电子软件开发(ARM/MCU...)': 2909,\n",
       " '电子元器件工程师': 2962,\n",
       " '电子工艺工程师': 2951,\n",
       " 'SMT工程师': 2965,\n",
       " '电子设备工程师': 2959,\n",
       " '电子/电器维修工程师/技师': 2920,\n",
       " '嵌入式软件开发(Linux/单片机/PLC/DSP…)': 2910,\n",
       " '嵌入式硬件开发(主板机…)': 2919,\n",
       " '硬件工程师': 2955,\n",
       " '高级硬件工程师': 2956,\n",
       " '硬件测试工程师': 2957,\n",
       " '电气工程师/技术员': 2904,\n",
       " 'PLC工程师': 2966,\n",
       " '电路工程师/技术员(模拟/数字)': 2905,\n",
       " '电声/音响工程师/技术员': 2906,\n",
       " '电池/电源开发': 2911,\n",
       " '仪器/仪表/计量分析师': 2914,\n",
       " '计量工程师': 2958,\n",
       " '激光/光电子技术': 2918,\n",
       " '变压器与磁电工程师': 2921,\n",
       " '家用电器/数码产品研发': 2913,\n",
       " '自动控制工程师/技术员': 2908,\n",
       " '机器人调试工程师': 2963,\n",
       " '安防系统工程师': 2925,\n",
       " '电子销售工程师': 2952,\n",
       " '电子文档工程师': 2953,\n",
       " '电子产品经理/产品工程师': 2954,\n",
       " '通信技术开发及应用': 2800,\n",
       " '通信技术工程师': 2801,\n",
       " '无线通信工程师': 2803,\n",
       " '有线传输工程师': 2802,\n",
       " '射频工程师': 2815,\n",
       " '数据通信工程师': 2805,\n",
       " '通信网络工程师': 2807,\n",
       " '核心网工程师': 2819,\n",
       " '基站工程师': 2818,\n",
       " '通信设备工程师': 2820,\n",
       " '通信电源工程师': 2808,\n",
       " '电信交换工程师': 2804,\n",
       " '光通信工程师': 2814,\n",
       " '通信测试工程师': 2816,\n",
       " '通信销售工程师': 2817,\n",
       " '通信文档工程师': 2812,\n",
       " '通信产品经理/产品工程师': 2813,\n",
       " '通信项目管理': 2821,\n",
       " '销售管理': '0200',\n",
       " '销售总监': '0201',\n",
       " '销售经理': '0202',\n",
       " '销售主管': '0203',\n",
       " '业务拓展主管/经理': '0232',\n",
       " '渠道/分销总监': '0233',\n",
       " '渠道/分销经理': '0207',\n",
       " '渠道/分销主管': '0220',\n",
       " '大客户管理': '0235',\n",
       " '客户经理/主管': '0208',\n",
       " '区域销售总监': '0230',\n",
       " '区域销售经理': '0226',\n",
       " '区域销售主管': '0236',\n",
       " '城市经理': '0237',\n",
       " '团购经理/主管': '0234',\n",
       " '销售人员': 3000.0,\n",
       " '大客户销售': 3009,\n",
       " '销售代表': 3001,\n",
       " '区域销售代表': 3014,\n",
       " '渠道/分销专员': 3002,\n",
       " '客户代表': 3003,\n",
       " '销售工程师': 3004,\n",
       " '电话销售': 3005,\n",
       " '地推专员': 3017,\n",
       " '门店销售': 3016,\n",
       " '海外销售': 3015,\n",
       " '网络销售/在线销售': 3010,\n",
       " '直播销售': 3013,\n",
       " '团购业务员': 3008,\n",
       " '经销商': 3006,\n",
       " '会籍顾问': 3011,\n",
       " '销售助理': 3012,\n",
       " '销售行政及商务': 3100,\n",
       " '销售行政经理/主管': 3101,\n",
       " '销售行政专员': 3102,\n",
       " '业务分析经理/主管': 3108,\n",
       " '业务分析专员/助理': 3109,\n",
       " '商务经理': 3103,\n",
       " '商务主管/专员': 3104,\n",
       " '商务助理': 3105,\n",
       " '销售行政助理': 3106,\n",
       " '客服及支持': 3200,\n",
       " '客服总监': 3201,\n",
       " '客服经理': 3202,\n",
       " '客服主管': 3203,\n",
       " '客服专员/助理': 3204,\n",
       " '客户关系经理/主管': 3210,\n",
       " '售前/售后技术支持经理': 3205,\n",
       " '售前/售后技术支持主管': 3206,\n",
       " '售前/售后技术支持工程师': 3207,\n",
       " '咨询热线/呼叫中心服务人员': 3208,\n",
       " '网络/在线客服': 3213,\n",
       " '投诉专员': 3211,\n",
       " 'VIP专员': 3212,\n",
       " '财务/审计/税务': '0400',\n",
       " '首席财务官 CFO': '0444',\n",
       " '财务总监': '0401',\n",
       " '财务经理': '0402',\n",
       " '财务专员': '0458',\n",
       " '财务顾问': '0445',\n",
       " '财务主管/总账主管': '0403',\n",
       " '财务助理/财务文员': '0422',\n",
       " '财务分析经理/主管': '0406',\n",
       " '财务分析员': '0407',\n",
       " '固定资产会计': '0448',\n",
       " '会计经理/会计主管': '0404',\n",
       " '会计': '0405',\n",
       " '会计助理': '0457',\n",
       " '成本经理/成本主管': '0408',\n",
       " '成本管理员': '0409',\n",
       " '出纳员': '0414',\n",
       " '资金经理/主管': '0449',\n",
       " '资金专员': '0450',\n",
       " '审计经理/主管': '0410',\n",
       " '审计专员/助理': '0419',\n",
       " '税务经理/税务主管': '0411',\n",
       " '税务专员/助理': '0412',\n",
       " '统计员': '0446',\n",
       " '金融/证券/期货/投资': 3300,\n",
       " '证券/期货/外汇经纪人': 3301,\n",
       " '证券分析师': 3302,\n",
       " '期货分析师': 3319,\n",
       " '量化研究': 3316,\n",
       " '证券交易员': 3320,\n",
       " '股票/期货操盘手': 3303,\n",
       " '金融/经济研究员': 3304,\n",
       " '金融产品经理': 3312,\n",
       " '金融产品销售': 3315,\n",
       " '机构业务销售': 3317,\n",
       " '投资总监': 3322,\n",
       " '投资经理': 3323,\n",
       " '基金经理': 3341,\n",
       " '投资顾问': 3325,\n",
       " '理财顾问': 3326,\n",
       " '投资银行业务': 3307,\n",
       " '投资银行财务分析': 3313,\n",
       " '融资经理/融资主管': 3308,\n",
       " '融资专员': 3309,\n",
       " '营业部总经理/副总经理': 3318,\n",
       " '风险管理/控制': 3314,\n",
       " '资产管理': 3324,\n",
       " '拍卖/担保/典当业务': 3310,\n",
       " '银行': 2200,\n",
       " '行长/副行长': 2207,\n",
       " '银行客户总监': 2231,\n",
       " '个人业务部门经理/主管': 2223,\n",
       " '个人业务客户经理': 2224,\n",
       " '公司业务部门经理/主管': 2225,\n",
       " '公司业务客户经理': 2226,\n",
       " '综合业务经理/主管': 2227,\n",
       " '综合业务专员': 2228,\n",
       " '理财经理': 2233,\n",
       " '资产评估/分析': 2208,\n",
       " '风险控制': 2209,\n",
       " '信贷管理': 2215,\n",
       " '催收': 3340,\n",
       " '信审核查': 2229,\n",
       " '进出口/信用证结算': 2210,\n",
       " '外汇交易': 2212,\n",
       " '清算人员': 2211,\n",
       " '高级客户经理/客户经理': 2213,\n",
       " '客户主管/专员': 2214,\n",
       " '营业部大堂经理': 2230,\n",
       " '信用卡销售': 2222,\n",
       " '呼叫中心客服': 2232,\n",
       " '银行柜员': 2216,\n",
       " '小微信贷专员': 2234,\n",
       " '保险': 3400,\n",
       " '保险精算师': 3401,\n",
       " '保险产品开发/项目策划': 3402,\n",
       " '保险业务经理/主管': 3403,\n",
       " '保险经纪人/保险代理': 3404,\n",
       " '保险电销': 3414,\n",
       " '保险核保': 3407,\n",
       " '保险理赔': 3408,\n",
       " '保险客户服务/续期管理': 3409,\n",
       " '保险培训师': 3410,\n",
       " '保险内勤': 3411,\n",
       " '契约管理': 3413,\n",
       " '理财顾问/财务规划师': 3405,\n",
       " '储备经理人': 3406,\n",
       " '保险业务推动/督导': 3415,\n",
       " '生产/营运': 3500,\n",
       " '工厂经理/厂长': 3501,\n",
       " '总工程师/副总工程师': 3502,\n",
       " '项目经理/主管': '0833',\n",
       " '项目工程师': 3504,\n",
       " '营运经理': 3505,\n",
       " '营运主管': 3506,\n",
       " '生产总监': 3514,\n",
       " '生产经理/车间主任': 3507,\n",
       " '生产主管': 3509,\n",
       " '生产领班/组长': 3515,\n",
       " '生产计划/物料管理(PMC)': 3508,\n",
       " '生产文员': 3512,\n",
       " '生产跟单': 3518,\n",
       " '设备主管': 3516,\n",
       " '化验员': 3510,\n",
       " '厂务': 3517,\n",
       " '质量安全': 3600,\n",
       " '质量管理/测试经理(QA/QC经理)': 3601,\n",
       " '质量管理/测试主管(QA/QC主管)': 3602,\n",
       " '质量管理/测试工程师(QA/QC工程师)': 3603,\n",
       " '可靠度工程师': 3605,\n",
       " '故障分析工程师': 3606,\n",
       " '认证工程师': 3607,\n",
       " '体系工程师': 3608,\n",
       " '质检员/测试员(QC)': 3604,\n",
       " '审核员': 3615,\n",
       " '环境/健康/安全经理/主管（EHS）': 3609,\n",
       " '环境/健康/安全工程师（EHS）': 3610,\n",
       " '安全员': 2129,\n",
       " '供应商管理': 3611,\n",
       " '采购材料、设备质量管理': 3612,\n",
       " '工程/机械/能源': '0500',\n",
       " '技术研发经理/主管': '0510',\n",
       " '技术研发工程师': '0511',\n",
       " '产品工艺/制程工程师': '0547',\n",
       " '产品规划工程师': '0559',\n",
       " '项目管理': '0584',\n",
       " '实验室负责人/工程师': '0512',\n",
       " '工程/设备经理': '0513',\n",
       " '工程/设备主管': '0514',\n",
       " '工程/设备工程师': '0515',\n",
       " '工程/机械绘图员': '0523',\n",
       " '工业工程师': '0560',\n",
       " '材料工程师': '0582',\n",
       " '机械工程师': '0539',\n",
       " '结构工程师': '0561',\n",
       " '模具工程师': '0548',\n",
       " '机电工程师': '0544',\n",
       " '机械设计': '0586',\n",
       " '模具设计': '0587',\n",
       " '维修经理/主管': '0580',\n",
       " '维修工程师': '0537',\n",
       " '装配工程师/技师': '0581',\n",
       " '铸造/锻造工程师/技师': '0562',\n",
       " '注塑工程师/技师': '0563',\n",
       " '焊接工程师/技师': '0564',\n",
       " '夹具工程师/技师': '0565',\n",
       " 'CNC工程师': '0566',\n",
       " '冲压工程师/技师': '0567',\n",
       " '锅炉工程师/技师': '0568',\n",
       " '电力工程师/技术员': '0569',\n",
       " '光源与照明工程': '0570',\n",
       " '光伏系统工程师': '0583',\n",
       " '汽车/摩托车工程师': '0571',\n",
       " '船舶工程师': '0572',\n",
       " '轨道交通工程师/技术员': '0575',\n",
       " '飞机维修机械师': '0576',\n",
       " '飞行器设计与制造': '0573',\n",
       " '水利/水电工程师': '0577',\n",
       " '空调/热能工程师': '0585',\n",
       " '石油天然气技术人员': '0578',\n",
       " '矿产勘探/地质勘测工程师': '0579',\n",
       " '汽车研发设计': 7100,\n",
       " '汽车项目管理': 7101,\n",
       " '汽车设计工程师': 7102,\n",
       " '车身/造型设计': 7103,\n",
       " '汽车结构工程师': 7104,\n",
       " '内外饰工程师': 7105,\n",
       " '汽车电子工程师': 7106,\n",
       " '电气/电器工程师': 7107,\n",
       " '附件系统工程师': 7108,\n",
       " '动力总成工程师': 7109,\n",
       " '发动机工程师': 7110,\n",
       " '底盘工程师': 7111,\n",
       " '汽车安全性能工程师': 7112,\n",
       " '汽车试验工程师': 7113,\n",
       " '新能源电池工程师': 7114,\n",
       " '新能源电控工程师': 7115,\n",
       " '新能源电机工程师': 7116,\n",
       " '汽车标定工程师': 7117,\n",
       " '发动机匹配工程师': 7118,\n",
       " '车联网工程师': 7119,\n",
       " '智能驾驶工程师': 7120,\n",
       " '研发总监/部长/专家': 7121,\n",
       " '汽车制造': 5400,\n",
       " '汽车质量工程师': 5404,\n",
       " '供应商质量工程师': 5421,\n",
       " '前期质量工程师': 5422,\n",
       " '过程质量工程师': 5423,\n",
       " '客户质量工程师': 5424,\n",
       " '汽车装配工艺工程师': 5406,\n",
       " '总装工程师': 5425,\n",
       " '焊接工艺工程师': 5426,\n",
       " '冲压工艺工程师': 5427,\n",
       " '涂装工艺工程师': 5428,\n",
       " '汽车销售与服务': 5900,\n",
       " '汽车销售/经纪人': 5903,\n",
       " '售后服务/客户服务': 5902,\n",
       " '汽车金融销售': 5916,\n",
       " '汽车金融经理': 5918,\n",
       " '汽车金融专员': 5917,\n",
       " '车险定损/理赔': 5915,\n",
       " '汽车修理工': 5907,\n",
       " '汽车检验/检测': 5905,\n",
       " '汽车装饰美容': 5906,\n",
       " '汽车钣金': 5913,\n",
       " '汽车喷漆': 5914,\n",
       " '汽车电工': 5912,\n",
       " '洗车工': 5908,\n",
       " '4S店经理/维修站经理': 5901,\n",
       " '二手车评估师': 5904,\n",
       " '加油站工作员': 5910,\n",
       " '技工普工': 3700,\n",
       " '普工/操作工': 3710,\n",
       " '技工': 3701,\n",
       " '叉车司机/铲车司机': 3707,\n",
       " '吊车司机': 3728,\n",
       " '挖掘机司机': 3729,\n",
       " '组装工': 3715,\n",
       " '包装工': 3716,\n",
       " '焊工': 3703,\n",
       " '氩弧焊工': 3717,\n",
       " '电工': 3706,\n",
       " '电力线路工': 3718,\n",
       " '旋压工': 3719,\n",
       " '仪表工': 3720,\n",
       " '电镀工': 3721,\n",
       " '喷塑工': 3722,\n",
       " '水工': 3709,\n",
       " '木工': 2139,\n",
       " '漆工': 3724,\n",
       " '空调工': 3708,\n",
       " '电梯工': 2141,\n",
       " '锅炉工': 3726,\n",
       " '3D打印操作员': 3730,\n",
       " '学徒工': 3727,\n",
       " '服装/纺织/皮革': 3800,\n",
       " '服装/纺织设计总监': 3812,\n",
       " '服装/纺织设计': 3801,\n",
       " '服装/纺织/皮革工艺师': 3813,\n",
       " '面料辅料开发': 3802,\n",
       " '面料辅料采购': 3803,\n",
       " '服装/纺织/皮革跟单': 3804,\n",
       " '服装领班': 3814,\n",
       " '服装纺织质检员(QA/QC)': 3805,\n",
       " '板房/楦头/底格出格师': 3806,\n",
       " '电脑放码员': 3811,\n",
       " '纸样师/车板工': 3808,\n",
       " '裁床': 3809,\n",
       " '打样/制版': 3807,\n",
       " '裁剪工': 3815,\n",
       " '缝纫工': 3816,\n",
       " '手缝工': 3817,\n",
       " '烫工': 3818,\n",
       " '样衣工': 3819,\n",
       " '纺织工': 3820,\n",
       " '针织工': 3821,\n",
       " '配色工': 3822,\n",
       " '印染工': 3823,\n",
       " '漂染工': 3824,\n",
       " '挡车工': 3825,\n",
       " '整经工': 3826,\n",
       " '细纱工': 3827,\n",
       " '浆纱工': 3828,\n",
       " '采购': 3900,\n",
       " '采购总监': 3901,\n",
       " '采购经理': 3902,\n",
       " '采购主管': 3903,\n",
       " '采购员': 3904,\n",
       " '采购助理': 3905,\n",
       " '买手': 3908,\n",
       " '供应商开发': 3909,\n",
       " '贸易': 4000.0,\n",
       " '贸易/外贸经理/主管': 4001,\n",
       " '贸易/外贸专员/助理': 4002,\n",
       " '外贸销售': 4009,\n",
       " '国内贸易人员': 4003,\n",
       " '业务跟单经理': 4004,\n",
       " '高级业务跟单': 4005,\n",
       " '业务跟单': 4006,\n",
       " '助理业务跟单': 4007,\n",
       " '物流/仓储': '0800',\n",
       " '物流总监': '0827',\n",
       " '物流经理': '0801',\n",
       " '物流主管': '0802',\n",
       " '物流专员/助理': '0814',\n",
       " '物流销售': '0837',\n",
       " '供应链总监': '0828',\n",
       " '供应链经理': '0825',\n",
       " '供应链主管/专员': '0826',\n",
       " '物料经理': '0803',\n",
       " '物料主管/专员': '0804',\n",
       " '仓库经理/主管': '0808',\n",
       " '仓库管理员': '0809',\n",
       " '仓库文员': '0840',\n",
       " '订单处理员': '0834',\n",
       " '运输经理/主管': '0810',\n",
       " '货运代理': '0829',\n",
       " '集装箱业务': '0830',\n",
       " '海关事务管理': '0832',\n",
       " '报关与报检': '0811',\n",
       " '单证员': '0812',\n",
       " '船务/空运陆运操作': '0815',\n",
       " '快递员': '0813',\n",
       " '分拣员': '0838',\n",
       " '调度员': '0831',\n",
       " '安检员': '0835',\n",
       " '仓储理货员': '0823',\n",
       " '搬运工': '0836',\n",
       " '装卸工': '0839',\n",
       " '生物/制药/医疗器械': 4100,\n",
       " '生物工程/生物制药': 4101,\n",
       " '化学分析测试员': 4116,\n",
       " '医药技术研发管理人员': 4103,\n",
       " '医药技术研发人员': 4104,\n",
       " '医药学术推广': 4126,\n",
       " '临床研究员': 4105,\n",
       " '临床协调员': 4106,\n",
       " '临床监查员': 4127,\n",
       " '临床数据分析员': 4123,\n",
       " '药品注册': 4107,\n",
       " '药品生产/质量管理': 4108,\n",
       " '药品市场推广经理': 4109,\n",
       " '药品市场推广主管/专员': 4110,\n",
       " '医药招商': 4120,\n",
       " '政府事务管理': 4121,\n",
       " '招投标管理': 4122,\n",
       " '医药销售经理/主管': 4111,\n",
       " '医药代表': 4112,\n",
       " '医药销售人员': 4102,\n",
       " '医疗器械注册': 4117,\n",
       " '医疗器械研发': 4124,\n",
       " '医疗器械生产/质量管理': 4118,\n",
       " '医疗器械市场推广': 4113,\n",
       " '医疗器械销售经理/主管': 4125,\n",
       " '医疗器械销售代表': 4114,\n",
       " '医疗器械维修人员': 4119,\n",
       " '化工': 5500,\n",
       " '化工技术应用/化工工程师': 5501,\n",
       " '化工实验室研究员/技术员': 5502,\n",
       " '涂料研发工程师': 5503,\n",
       " '配色技术员': 5504,\n",
       " '塑料工程师': 5505,\n",
       " '化妆品研发': 5506,\n",
       " '食品/饮料研发': 5507,\n",
       " '造纸研发': 5509,\n",
       " '医院/医疗/护理': 1300,\n",
       " '医院管理人员': 1302,\n",
       " '综合门诊/全科医生': 1328,\n",
       " '内科医生': 1301,\n",
       " '外科医生': 1317,\n",
       " '专科医生': 1318,\n",
       " '牙科医生': 1319,\n",
       " '妇产科医生': 1337,\n",
       " '眼科医生': 1339,\n",
       " '美容整形师': 1320,\n",
       " '医美咨询': 1329,\n",
       " '麻醉医生': 1308,\n",
       " '超声影像/放射科医师': 1327,\n",
       " '理疗师': 1321,\n",
       " '中医科医生': 1322,\n",
       " '针灸/推拿': 1313,\n",
       " '儿科医生': 1325,\n",
       " '心理医生': 1309,\n",
       " '心理咨询师': 1335,\n",
       " '营养师': 1314,\n",
       " '健康管理师': 1330,\n",
       " '药库主任/药剂师': 1304,\n",
       " '医学检验': 1310,\n",
       " '核酸检测员': 1331,\n",
       " '公共卫生/疾病控制': 1323,\n",
       " '消毒员': 1333,\n",
       " '防疫员': 1332,\n",
       " '护理主任/护士长': 1324,\n",
       " '护士/护理人员': 1305,\n",
       " '导医': 1336,\n",
       " '兽医': 1315,\n",
       " '验光师': 1326,\n",
       " '广告': 4200,\n",
       " '广告客户总监/副总监': 4201,\n",
       " '广告客户经理': 4202,\n",
       " '广告客户主管/专员': 4203,\n",
       " '广告创意总监': 4205,\n",
       " '广告创意/设计经理': 4204,\n",
       " '广告创意/设计主管/专员': 4206,\n",
       " '广告制作执行': 4212,\n",
       " '广告销售': 4213,\n",
       " '美术指导': 4211,\n",
       " '文案/策划': 4207,\n",
       " '企业/业务发展经理': 4208,\n",
       " '企业策划人员': 4209,\n",
       " '公关/媒介': 4300,\n",
       " '公关总监': 4315,\n",
       " '公关经理': 4301,\n",
       " '公关主管': 4302,\n",
       " '公关专员': 4303,\n",
       " '会务/会展经理': 4304,\n",
       " '会务/会展主管': 4305,\n",
       " '会务/会展专员': 4306,\n",
       " '媒介经理': 4307,\n",
       " '媒介主管': 4308,\n",
       " '媒介专员': 4309,\n",
       " '公关/媒介助理': 4310,\n",
       " '媒介销售': 4312,\n",
       " '活动策划': 4313,\n",
       " '活动执行': 4314,\n",
       " '市场/营销': '0300',\n",
       " '市场/营销/拓展总监': '0301',\n",
       " '市场/营销/拓展经理': '0302',\n",
       " '市场/营销/拓展主管': '0303',\n",
       " '市场/营销/拓展专员': '0304',\n",
       " '市场助理': '0305',\n",
       " '互联网营销师': '0340',\n",
       " '市场分析/调研人员': '0324',\n",
       " '产品/品牌经理': '0306',\n",
       " '产品/品牌主管': '0307',\n",
       " '产品/品牌专员': '0330',\n",
       " '市场通路经理/主管': '0308',\n",
       " '市场通路专员': '0335',\n",
       " '市场企划经理/主管': '0336',\n",
       " '市场企划专员': '0337',\n",
       " '促销经理': '0310',\n",
       " '选址拓展/新店开发': '0338',\n",
       " '影视/媒体': 4400,\n",
       " '影视策划/制作人员': 4401,\n",
       " '导演/编导': 4402,\n",
       " '编剧': 4417,\n",
       " '制片人': 4418,\n",
       " '艺术/设计总监': 4403,\n",
       " '艺术指导/舞台美术设计': 4414,\n",
       " '经纪人/星探': 4404,\n",
       " '主播/主持人': 4405,\n",
       " '摄影师/摄像师': 4406,\n",
       " '后期制作': 4411,\n",
       " '视频剪辑': 4416,\n",
       " '音效师': 4407,\n",
       " '配音员': 4408,\n",
       " '灯光师': 4415,\n",
       " '放映经理/主管': 4412,\n",
       " '放映员': 4413,\n",
       " '编辑出版': 4500,\n",
       " '总编/副总编': 4501,\n",
       " '编辑': 4502,\n",
       " '作家/撰稿人': 4517,\n",
       " '记者': 4503,\n",
       " '电话采编': 4516,\n",
       " '美术编辑': 4504,\n",
       " '排版设计': 4505,\n",
       " '出版/发行': 4507,\n",
       " '建筑规划与设计': 6900,\n",
       " '室内设计总监': 6919,\n",
       " '室内设计经理/主管': 6918,\n",
       " '室内设计': 6901,\n",
       " '室内设计师助理': 6917,\n",
       " '软装设计': 6902,\n",
       " '精装设计': 6903,\n",
       " '家装顾问': 6920,\n",
       " '建筑设计师': 6905,\n",
       " '钢结构设计': 6906,\n",
       " '幕墙设计': 6907,\n",
       " '建筑结构设计': 6908,\n",
       " '建筑制图/模型/渲染': 6909,\n",
       " '暖通设计': 6911,\n",
       " '给排水设计': 6912,\n",
       " '建筑机电设计': 6910,\n",
       " '园艺/园林/景观设计': 6914,\n",
       " '城市规划设计': 6913,\n",
       " '规划与设计': 6904,\n",
       " 'BIM工程师': 6916,\n",
       " '建筑工程与装潢': 2100,\n",
       " '建筑工程师': 2101,\n",
       " '高级建筑工程师/总工': 2123,\n",
       " '给排水/暖通工程': 2104,\n",
       " '幕墙工程师': 2122,\n",
       " '建筑机电工程师': 2103,\n",
       " '楼宇自动化': 2125,\n",
       " '智能大厦/综合布线/安防/弱电': 2126,\n",
       " '精装修工程师': 2146,\n",
       " '房修工程师': 2147,\n",
       " '结构/土木/土建工程师': 2102,\n",
       " '公路/桥梁/港口/隧道工程': 2118,\n",
       " '岩土工程': 2119,\n",
       " '测绘/测量': 2120,\n",
       " '开发报建': 2127,\n",
       " '工程造价师/预结算经理': 2105,\n",
       " '预结算员': 2124,\n",
       " '建筑工程管理/项目经理': 2106,\n",
       " '建筑项目助理': 2133,\n",
       " '建筑工程验收': 2121,\n",
       " '工程监理': 2107,\n",
       " '市政工程师': 2132,\n",
       " '合同管理': 2128,\n",
       " '资料员': 2130,\n",
       " '建筑安装施工员': 2111,\n",
       " '砌筑工': 2134,\n",
       " '瓦工': 2135,\n",
       " '混凝土工': 2136,\n",
       " '浇注工': 2137,\n",
       " '钢筋工': 2138,\n",
       " '油漆工': 2140,\n",
       " '抹灰工': 2142,\n",
       " '施工开料工': 2143,\n",
       " '管道/暖通': 2144,\n",
       " '工长': 2145,\n",
       " '消防安全': 2112,\n",
       " '房地产开发': 4600,\n",
       " '房地产项目/策划经理': 4601,\n",
       " '房地产项目/策划主管/专员': 4602,\n",
       " '房地产投资管理': 4604,\n",
       " '房产项目配套工程师': 4603,\n",
       " '房地产项目招投标': 4608,\n",
       " '房地产投资分析': 4610,\n",
       " '房地产资产管理': 4611,\n",
       " '监察人员': 4612,\n",
       " '房地产销售与中介': 6000.0,\n",
       " '房地产销售经理/主管': 6009,\n",
       " '房地产销售': 6010,\n",
       " '房地产中介/置业顾问': 6001,\n",
       " '房地产评估': 6002,\n",
       " '房地产店长/经理': 6004,\n",
       " '房地产内勤': 6007,\n",
       " '房地产客服': 6006,\n",
       " '物业管理': 4700,\n",
       " '物业管理经理': 4702,\n",
       " '物业管理主管': 4714,\n",
       " '物业管理专员/助理': 4703,\n",
       " '招商/租赁/租售': 4704,\n",
       " '写字楼运营': 4719,\n",
       " '长租公寓管家/养老专员': 4717,\n",
       " '高级物业顾问/物业顾问': 4701,\n",
       " '前介工程师': 4716,\n",
       " '物业设施管理人员': 4705,\n",
       " '物业机电维修工': 4715,\n",
       " '物业机电工程师': 4708,\n",
       " '物业维修员': 4706,\n",
       " '停车管理员': 4709,\n",
       " '保安经理': 4710,\n",
       " '保安人员': 4711,\n",
       " '保洁': 4712,\n",
       " '绿化工': 4713,\n",
       " '人力资源': '0600',\n",
       " '人事总监': '0601',\n",
       " 'HRBP': '0611',\n",
       " '人事经理': '0602',\n",
       " '人事主管': '0603',\n",
       " '人事专员': '0604',\n",
       " '人事助理': '0605',\n",
       " '招聘经理/主管': '0606',\n",
       " '招聘专员/助理': '0626',\n",
       " '薪资福利经理/主管': '0607',\n",
       " '薪资福利专员/助理': '0608',\n",
       " '绩效考核经理/主管': '0627',\n",
       " '绩效考核专员/助理': '0628',\n",
       " '培训经理/主管': '0609',\n",
       " '培训专员/助理/培训师': '0610',\n",
       " '企业文化/员工关系/工会管理': '0629',\n",
       " '人力资源信息系统专员': '0630',\n",
       " '劳务派遣专员': '0635',\n",
       " '高级管理': '0700',\n",
       " '首席执行官CEO/总裁/总经理': '0701',\n",
       " '首席运营官COO': '0707',\n",
       " '副总经理/副总裁': '0702',\n",
       " '合伙人': '0704',\n",
       " '总监/部门经理': '0705',\n",
       " '策略发展总监': '0710',\n",
       " '企业秘书/董事会秘书': '0711',\n",
       " '投资者关系': '0712',\n",
       " '办事处首席代表': '0708',\n",
       " '办事处/分公司/分支机构经理': '0709',\n",
       " '总裁助理/总经理助理': '0703',\n",
       " '行政/后勤': 2300,\n",
       " '行政总监': 2301,\n",
       " '行政经理/主管/办公室主任': 2302,\n",
       " '行政专员/助理': 2303,\n",
       " '经理助理/秘书': 2304,\n",
       " '文员': 2311,\n",
       " '党工团干事': 2310,\n",
       " '前台接待/总机/接待生': 2305,\n",
       " '图书管理员/资料管理员': 2307,\n",
       " '档案管理员': 2312,\n",
       " '电脑操作员/打字员': 2308,\n",
       " '后勤': 2306,\n",
       " '咨询/顾问': 1400,\n",
       " '专业顾问': 1401,\n",
       " '咨询总监': 1402,\n",
       " '咨询经理': 1403,\n",
       " '专业培训师': 1406,\n",
       " '咨询员': 1404,\n",
       " '调研员': 1409,\n",
       " '猎头/人才中介': 1408,\n",
       " '情报信息分析人员': 1407,\n",
       " '律师/法务/合规': 1100,\n",
       " '律师/法律顾问': 1101,\n",
       " '律师助理': 1103,\n",
       " '法务总监': 1111,\n",
       " '法务经理': 1106,\n",
       " '法务主管/专员': 1102,\n",
       " '法务助理': 1107,\n",
       " '合规经理': 1109,\n",
       " '合规主管/专员': 1110,\n",
       " '知识产权/专利/商标': 1108,\n",
       " '教师': 1200,\n",
       " '英语老师': 1219,\n",
       " '数学老师': 1220,\n",
       " '语文老师': 1221,\n",
       " '物理老师': 1222,\n",
       " '化学老师': 1223,\n",
       " '日语老师': 1224,\n",
       " '幼教': 1207,\n",
       " '早教老师': 1225,\n",
       " '美术老师': 1228,\n",
       " '钢琴老师': 1233,\n",
       " '音乐老师': 1226,\n",
       " '体育教师': 1216,\n",
       " '其他外语老师': 1215,\n",
       " '在线辅导老师': 1218,\n",
       " '小学教师': 1209,\n",
       " '初中教师': 1231,\n",
       " '高中教师': 1232,\n",
       " '大学教授': 1208,\n",
       " '职业技术教师': 1211,\n",
       " '讲师/助教': 1204,\n",
       " '家教': 1205,\n",
       " '兼职教师': 1210,\n",
       " '教育咨询': 8100,\n",
       " '课程顾问': 8101,\n",
       " '招生老师': 8102,\n",
       " '学习规划师': 8103,\n",
       " '留学顾问': 8104,\n",
       " '教育管理': 8200,\n",
       " '校长': 8201,\n",
       " '班主任/辅导员': 8202,\n",
       " '院校教务管理人员': 8203,\n",
       " '园长': 8204,\n",
       " '教研组长/主管': 8205,\n",
       " '教研员': 8206,\n",
       " '教师培训/师训': 8207,\n",
       " '培训': 5700,\n",
       " '培训督导': 5701,\n",
       " '培训讲师': 5702,\n",
       " '培训策划': 5703,\n",
       " '培训产品开发': 5707,\n",
       " '培训助理': 5704,\n",
       " '科研': 1000.0,\n",
       " '科研管理人员': 1002,\n",
       " '科研人员': 1001,\n",
       " '餐饮服务': 4800,\n",
       " '餐饮店长/经理': 4801,\n",
       " '餐饮大堂经理': 4819,\n",
       " '餐厅领班': 4802,\n",
       " '餐饮服务员': 4803,\n",
       " '行政主厨/厨师长': 4806,\n",
       " '中餐厨师': 4807,\n",
       " '西餐厨师': 4820,\n",
       " '日式厨师': 4821,\n",
       " '面点师': 4822,\n",
       " '西点师': 4823,\n",
       " '厨师助理/学徒': 4812,\n",
       " '茶艺师': 4809,\n",
       " '咖啡师': 4816,\n",
       " '调酒师/侍酒师/吧台员': 4808,\n",
       " '礼仪/迎宾': 4804,\n",
       " '餐饮预订员': 4824,\n",
       " '餐饮收银员': 4818,\n",
       " '配菜/打荷': 4813,\n",
       " '传菜主管': 4811,\n",
       " '传菜员': 4825,\n",
       " '洗碗工': 4814,\n",
       " '送餐员': 4815,\n",
       " '杂工': 4817,\n",
       " ...}"
      ]
     },
     "execution_count": 565,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "职能_dict= { v:k  for k,v in eval(职能_str).items()}\n",
    "职能_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 参数构建模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 566,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 'https://search.51job.com/list/030200',\n",
       " 1: '000000',\n",
       " 2: '0000',\n",
       " 3: '00',\n",
       " 4: '9',\n",
       " 5: '99',\n",
       " 6: 'web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588',\n",
       " 7: '2',\n",
       " 8: '1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='}"
      ]
     },
     "execution_count": 566,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_序列=[0,1,2,3,4,5,6,7,8,9]\n",
    "参数模版_dict=dict(zip(list_序列,list_构建))\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 567,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 工作职能与关键字参数模板(function,key_word):\n",
    "    function_values = 职能_dict[function]\n",
    "    keyword_values = urllib.parse.quote(key_word)\n",
    "    参数模版_dict[2] = function_values\n",
    "    参数模版_dict[6] = keyword_values\n",
    "    职位_url= \",\".join([str(v) for k,v in 参数模版_dict.items()]) \n",
    "    \n",
    "    \n",
    "    \n",
    "    return (职位_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 568,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,7200,00,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 568,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作职能与关键字参数模板(\"前端开发\",\"产品经理\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 爬取页面数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 569,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 工作职能与关键字数据爬取(function,key_word):\n",
    "    url = 工作职能与关键字参数模板(function,key_word)\n",
    "    session = HTMLSession()\n",
    "    r = session.get( url )\n",
    "     # 解析\n",
    "    数据提取=r.html.xpath('//script[@type=\"text/javascript\"]//text()')\n",
    "    数据处理_dict=数据提取[0].split('__SEARCH_RESULT__ =')[1]\n",
    "    数据处理=eval(数据处理_dict)[\"engine_search_result\"]\n",
    "    # 构建字典\n",
    "    dict = {\n",
    "    \"工作名\":[i['job_name'] for i in 数据处理],\n",
    "    \"公司名称\":[i['company_name'] for i in 数据处理],\n",
    "    \"公司地点\":[i['workarea_text'] for i in 数据处理],\n",
    "    \"薪水\":[i['providesalary_text'] for i in 数据处理],\n",
    "    \"公司概况链接\":[i['job_href'] for i in 数据处理],\n",
    "        \"工作福利\":[i['jobwelf'] for i in 数据处理],\n",
    "    }\n",
    "\n",
    "    数据字典 = {k:v for k,v in dict.items()}\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "#     display(数据)\n",
    "#     return(url)\n",
    "    return(数据)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 570,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>工作名</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>薪水</th>\n",
       "      <th>公司概况链接</th>\n",
       "      <th>工作福利</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>游戏前端主程</td>\n",
       "      <td>广州市威创网络科技有限公司</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2.5-3.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/131543194.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 绩效奖金 年终奖金 股票期权 专业培训 节日福利 带薪年假 弹性工作</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>H5前端开发工程师（小游戏）</td>\n",
       "      <td>9377游戏</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1.2-1.6万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/127118247.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 专业培训 定期体检 员工旅游</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>H5游戏开发工程师</td>\n",
       "      <td>广州深海软件股份有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/90927622.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 定期体检 周末双休 包三餐水果 年底双薪 带薪年假病假 每月团建 项目分红</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>h5游戏开发工程师</td>\n",
       "      <td>广州天屹软件科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>4.5-5千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/130214666.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 年终奖金 弹性工作 专业培训</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>游戏H5前端工程师</td>\n",
       "      <td>平潭柒云科技有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>1.3-1.8万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/122805337.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>游戏H5开发工程师</td>\n",
       "      <td>广州京游网络科技有限公司</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/127545825.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>H5游戏前端主程</td>\n",
       "      <td>广州市哇宝信息技术有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/129338940.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 弹性工作 年终奖金 定期体检 周末双休 包双餐</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>H5游戏前端开发工程师</td>\n",
       "      <td>万界（上海）网络股份有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1.2-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/119328879.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 定期体检 包三餐</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>H5游戏开发工程师</td>\n",
       "      <td>广东快乐种子科技有限公司</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>0.4-1.2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/123644067.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 餐饮补贴 专业培训 绩效奖金 年终奖金 定期体检 弹性工作</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>H5游戏客户端开发工程师</td>\n",
       "      <td>深圳市德科信息技术有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0.5-1.2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/127667617.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 年终奖金 团建活动 员工旅游 周末双休 节日礼品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>H5游戏客户端开发工程师</td>\n",
       "      <td>广州市蓝海鲨科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1.2-1.8万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131084163.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>绩效奖金 年终奖金 五险一金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>游戏H5前端工程师</td>\n",
       "      <td>平潭汇智网络科技有限公司</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1.2-1.8万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/127368718.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>H5游戏前端开发工程师</td>\n",
       "      <td>广州市方巨网络科技有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>0.4-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/124427687.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 年终奖金 全勤奖 高温补贴 弹性工作 包三餐</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>H5游戏前端开发（初级）</td>\n",
       "      <td>广州星石网络科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0.8-1.3万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/130527584.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>包餐 技术团队 周末双休 领导nice 年终奖金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>H5游戏开发工程师（白鹭引擎）-QY</td>\n",
       "      <td>广东优品智学教育科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0.8-1.6万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/123342588.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 专业培训 年终奖金 绩效奖金 定期体检 餐饮补贴 通讯补贴 股票期权 弹性工作</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>H5游戏开发工程师</td>\n",
       "      <td>晟號科技</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>0.5-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/122190681.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>H5开发工程师</td>\n",
       "      <td>广州谷得网络科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131098413.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>餐饮补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>H5前端开发工程师</td>\n",
       "      <td>海南奥骞信息科技有限公司广州分公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0.8-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/126279054.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 年终奖金 定期体检 弹性工作 员工旅游 周末双休 交通补贴 包三餐 节日福利 带薪年假</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>HTML5开发助理</td>\n",
       "      <td>广州优捷客文化发展有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>3.5-6.5千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131587014.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 绩效奖金 年终奖金 定期体检 弹性工作</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>前端工程师</td>\n",
       "      <td>三七互娱</td>\n",
       "      <td>广州</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130125314.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 餐饮补贴 年终奖金 笔记本补贴 全勤奖 周末双休 绩效奖金 带薪年假 补充医疗保险</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>广州乐牛软件科技有限公司</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/98478946.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 专业培训 绩效奖金 弹性工作 定期体检 包三餐</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Web前端工程师</td>\n",
       "      <td>广州易幻网络科技有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>0.7-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/122191076.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充医疗保险 餐饮补贴 绩效奖金 年终奖金 专业培训</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>高级H5开发工程师</td>\n",
       "      <td>上海赐麓网络科技有限公司广州分公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/128823296.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>年终奖金 出国机会 包中晚餐 每天下午茶 项目奖金 五险 带薪年假</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>H5前端开发工程师</td>\n",
       "      <td>广州青果网络科技有限公司</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/120387466.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 年终奖金 定期体检 工作餐 项目奖金 包工作餐 全勤奖 每日下午茶 周末双休</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>H5开发工程师</td>\n",
       "      <td>广州壹方教育科技有限公司</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>0.6-1.1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/128242604.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>周末双休 带薪年假 节日福利 绩效奖金 股票期权</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>HTML5开发工程师</td>\n",
       "      <td>广州乾游网络科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2.5-3万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131285859.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>员工旅游 年终奖金 绩效奖金 弹性工作 交通补贴 五险一金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>H5前端开发工程师</td>\n",
       "      <td>广州拓动网络科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/128517580.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 餐饮补贴 年终奖金 绩效奖金 股票期权 专业培训 员工旅游 双休 下午茶 弹性工作</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>HTML5开发工程师</td>\n",
       "      <td>广东联通通信建设有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0.7-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/123886935.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 餐饮补贴 交通补贴 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>H5前端工程师</td>\n",
       "      <td>广东游娱信息技术有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/128663813.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 年终奖金 包餐 下午茶 生日会 部门团建 带薪年假 内部推荐奖励</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>HTML5开发工程师</td>\n",
       "      <td>广州双动科技有限公司</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>0.6-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/124002484.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 餐饮补贴 弹性工作 定期体检 绩效奖金 年终奖金 股票期权 员工旅游</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>H5开发工程师</td>\n",
       "      <td>广州天息软件科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0.5-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/107791063.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 年终奖金 绩效奖金 弹性工作 餐饮补贴 专业培训</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>h5开发工程师</td>\n",
       "      <td>广州高如网络科技有限公司</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/126484360.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充医疗保险 餐饮补贴 通讯补贴 补充公积金 免费班车 员工旅游</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>H5客户端开发工程师</td>\n",
       "      <td>海南蝴蝶效应科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0.9-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/129566765.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 弹性工作 包午餐 全勤奖 每月带薪病假 节假日礼品 周末双休</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>HTML5开发工程师</td>\n",
       "      <td>广州兄弟玩网络科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0.8-1.2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/128005356.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 餐饮补贴 专业培训 绩效奖金 定期体检 年底双薪 周末双休 补充医疗保险</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>H5前端开发</td>\n",
       "      <td>广州龙猫数据网络科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/130770289.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 弹性工作 年终奖金 绩效奖金 餐饮补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>3D开发（Cocos、U3D、H5）</td>\n",
       "      <td>广东三维家信息科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1.5-3万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/130758341.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 免费班车 餐饮补贴 通讯补贴 带薪年假</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>HTML5开发工程师</td>\n",
       "      <td>广州远大信息发展有限公司</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>0.6-1.2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/113432497.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>周末双休 包住宿 专业培训 绩效奖金 餐饮补贴 带薪年假 五险</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>视频直播网站前端开发</td>\n",
       "      <td>广州艾奥网络科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/130738868.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>H5开发工程师</td>\n",
       "      <td>广州百田信息科技有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>1.2-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125850928.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>带薪年假 五险一金 节日福利 餐饮补贴 专业培训 年终奖金 定期体检 弹性工作 周末双休</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>H5游戏开发</td>\n",
       "      <td>上海晓游信息科技有限公司广州分公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0.6-1.2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/84656165.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 餐饮补贴 年终奖金 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>高级H5游戏客户端开发</td>\n",
       "      <td>广州艾儿智能科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1.4-2.8万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/121457015.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 弹性工作 年终奖金 定期体检 包午餐晚餐 周末双休 全勤奖 带薪年假</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>laya开发工程师</td>\n",
       "      <td>广州金科文化科技有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/125767772.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>HTML5开发工程师</td>\n",
       "      <td>广州乙鑫网络科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/122008238.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>白鹭\\/Egret游戏开发工程师</td>\n",
       "      <td>万界（上海）网络股份有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1.2-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/112068581.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 定期体检 包三餐</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>H5游戏前端开发（中级）</td>\n",
       "      <td>广州星石网络科技有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/130528659.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>包餐 技术团队 周末双休 领导nice 年终奖金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>9377游戏</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/123847036.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 定期体检 通讯补贴 绩效奖金 包三餐下午茶</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>H5前端开发</td>\n",
       "      <td>广州优捷客文化发展有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>3.5-6.5千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131456694.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 绩效奖金 年终奖金 定期体检 弹性工作</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>资深H5前端工程师</td>\n",
       "      <td>平潭柒云科技有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>1.8-2.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/122804566.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>H5客户端高级开发工程师</td>\n",
       "      <td>广州市威创网络科技有限公司</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/123521932.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 绩效奖金 年终奖金 股票期权</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>H5前端开发工程师</td>\n",
       "      <td>万界（上海）网络股份有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-1.8万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/118862313.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 定期体检 包三餐</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   工作名               公司名称    公司地点           薪水  \\\n",
       "0               游戏前端主程      广州市威创网络科技有限公司  广州-番禺区  2.5-3.5万\\/月   \n",
       "1       H5前端开发工程师（小游戏）             9377游戏  广州-天河区  1.2-1.6万\\/月   \n",
       "2            H5游戏开发工程师       广州深海软件股份有限公司  广州-天河区    1-1.5万\\/月   \n",
       "3            h5游戏开发工程师       广州天屹软件科技有限公司  广州-天河区    4.5-5千\\/月   \n",
       "4            游戏H5前端工程师         平潭柒云科技有限公司      广州  1.3-1.8万\\/月   \n",
       "5            游戏H5开发工程师       广州京游网络科技有限公司  广州-海珠区    1.5-2万\\/月   \n",
       "6             H5游戏前端主程      广州市哇宝信息技术有限公司  广州-天河区    1.5-2万\\/月   \n",
       "7          H5游戏前端开发工程师     万界（上海）网络股份有限公司  广州-天河区    1.2-2万\\/月   \n",
       "8            H5游戏开发工程师       广东快乐种子科技有限公司  广州-越秀区  0.4-1.2万\\/月   \n",
       "9         H5游戏客户端开发工程师      深圳市德科信息技术有限公司  广州-天河区  0.5-1.2万\\/月   \n",
       "10        H5游戏客户端开发工程师       广州市蓝海鲨科技有限公司  广州-天河区  1.2-1.8万\\/月   \n",
       "11           游戏H5前端工程师       平潭汇智网络科技有限公司  广州-海珠区  1.2-1.8万\\/月   \n",
       "12         H5游戏前端开发工程师      广州市方巨网络科技有限公司      广州    0.4-1万\\/月   \n",
       "13        H5游戏前端开发（初级）       广州星石网络科技有限公司  广州-天河区  0.8-1.3万\\/月   \n",
       "14  H5游戏开发工程师（白鹭引擎）-QY     广东优品智学教育科技有限公司  广州-天河区  0.8-1.6万\\/月   \n",
       "15           H5游戏开发工程师               晟號科技  广州-番禺区    0.5-2万\\/月   \n",
       "16             H5开发工程师       广州谷得网络科技有限公司  广州-天河区    1.5-2万\\/月   \n",
       "17           H5前端开发工程师  海南奥骞信息科技有限公司广州分公司  广州-天河区  0.8-1.5万\\/月   \n",
       "18           HTML5开发助理      广州优捷客文化发展有限公司  广州-天河区  3.5-6.5千\\/月   \n",
       "19               前端工程师               三七互娱      广州    1.5-2万\\/月   \n",
       "20          Web前端开发工程师       广州乐牛软件科技有限公司  广州-海珠区    1-1.5万\\/月   \n",
       "21            Web前端工程师       广州易幻网络科技有限公司      广州    0.7-1万\\/月   \n",
       "22           高级H5开发工程师  上海赐麓网络科技有限公司广州分公司  广州-天河区      1-2万\\/月   \n",
       "23           H5前端开发工程师       广州青果网络科技有限公司  广州-海珠区    1-1.5万\\/月   \n",
       "24             H5开发工程师       广州壹方教育科技有限公司  广州-黄埔区  0.6-1.1万\\/月   \n",
       "25          HTML5开发工程师       广州乾游网络科技有限公司  广州-天河区    2.5-3万\\/月   \n",
       "26           H5前端开发工程师       广州拓动网络科技有限公司  广州-天河区    1-1.5万\\/月   \n",
       "27          HTML5开发工程师       广东联通通信建设有限公司  广州-天河区    0.7-1万\\/月   \n",
       "28             H5前端工程师       广东游娱信息技术有限公司  广州-天河区    1-1.5万\\/月   \n",
       "29          HTML5开发工程师         广州双动科技有限公司  广州-黄埔区    0.6-1万\\/月   \n",
       "30             H5开发工程师       广州天息软件科技有限公司  广州-天河区  0.5-1.5万\\/月   \n",
       "31             h5开发工程师       广州高如网络科技有限公司  广州-黄埔区    0.8-1万\\/月   \n",
       "32          H5客户端开发工程师       海南蝴蝶效应科技有限公司  广州-天河区  0.9-1.5万\\/月   \n",
       "33          HTML5开发工程师      广州兄弟玩网络科技有限公司  广州-天河区  0.8-1.2万\\/月   \n",
       "34              H5前端开发     广州龙猫数据网络科技有限公司  广州-天河区    1-1.5万\\/月   \n",
       "35  3D开发（Cocos、U3D、H5）      广东三维家信息科技有限公司  广州-天河区    1.5-3万\\/月   \n",
       "36          HTML5开发工程师       广州远大信息发展有限公司  广州-番禺区  0.6-1.2万\\/月   \n",
       "37          视频直播网站前端开发       广州艾奥网络科技有限公司  广州-天河区    1-1.5万\\/月   \n",
       "38             H5开发工程师       广州百田信息科技有限公司      广州    1.2-2万\\/月   \n",
       "39              H5游戏开发  上海晓游信息科技有限公司广州分公司  广州-天河区  0.6-1.2万\\/月   \n",
       "40         高级H5游戏客户端开发       广州艾儿智能科技有限公司  广州-天河区  1.4-2.8万\\/月   \n",
       "41           laya开发工程师       广州金科文化科技有限公司      广州    1-1.5万\\/月   \n",
       "42          HTML5开发工程师       广州乙鑫网络科技有限公司  广州-天河区      6-8千\\/月   \n",
       "43    白鹭\\/Egret游戏开发工程师     万界（上海）网络股份有限公司  广州-天河区    1.2-2万\\/月   \n",
       "44        H5游戏前端开发（中级）       广州星石网络科技有限公司  广州-天河区    1-1.5万\\/月   \n",
       "45             前端开发工程师             9377游戏  广州-天河区    1-1.5万\\/月   \n",
       "46              H5前端开发      广州优捷客文化发展有限公司  广州-天河区  3.5-6.5千\\/月   \n",
       "47           资深H5前端工程师         平潭柒云科技有限公司      广州  1.8-2.5万\\/月   \n",
       "48        H5客户端高级开发工程师      广州市威创网络科技有限公司  广州-番禺区    1.5-2万\\/月   \n",
       "49           H5前端开发工程师     万界（上海）网络股份有限公司  广州-天河区    1-1.8万\\/月   \n",
       "\n",
       "                                                                         公司概况链接  \\\n",
       "0   https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/131543194.html?s=sou_sou_soulb&t=0   \n",
       "1   https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/127118247.html?s=sou_sou_soulb&t=0   \n",
       "2    https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/90927622.html?s=sou_sou_soulb&t=0   \n",
       "3   https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/130214666.html?s=sou_sou_soulb&t=0   \n",
       "4       https:\\/\\/jobs.51job.com\\/guangzhou\\/122805337.html?s=sou_sou_soulb&t=0   \n",
       "5   https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/127545825.html?s=sou_sou_soulb&t=0   \n",
       "6   https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/129338940.html?s=sou_sou_soulb&t=0   \n",
       "7   https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/119328879.html?s=sou_sou_soulb&t=0   \n",
       "8   https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/123644067.html?s=sou_sou_soulb&t=0   \n",
       "9   https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/127667617.html?s=sou_sou_soulb&t=0   \n",
       "10  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131084163.html?s=sou_sou_soulb&t=0   \n",
       "11  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/127368718.html?s=sou_sou_soulb&t=0   \n",
       "12      https:\\/\\/jobs.51job.com\\/guangzhou\\/124427687.html?s=sou_sou_soulb&t=0   \n",
       "13  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/130527584.html?s=sou_sou_soulb&t=0   \n",
       "14  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/123342588.html?s=sou_sou_soulb&t=0   \n",
       "15  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/122190681.html?s=sou_sou_soulb&t=0   \n",
       "16  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131098413.html?s=sou_sou_soulb&t=0   \n",
       "17  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/126279054.html?s=sou_sou_soulb&t=0   \n",
       "18  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131587014.html?s=sou_sou_soulb&t=0   \n",
       "19      https:\\/\\/jobs.51job.com\\/guangzhou\\/130125314.html?s=sou_sou_soulb&t=0   \n",
       "20   https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/98478946.html?s=sou_sou_soulb&t=0   \n",
       "21      https:\\/\\/jobs.51job.com\\/guangzhou\\/122191076.html?s=sou_sou_soulb&t=0   \n",
       "22  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/128823296.html?s=sou_sou_soulb&t=0   \n",
       "23  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/120387466.html?s=sou_sou_soulb&t=0   \n",
       "24  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/128242604.html?s=sou_sou_soulb&t=0   \n",
       "25  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131285859.html?s=sou_sou_soulb&t=0   \n",
       "26  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/128517580.html?s=sou_sou_soulb&t=0   \n",
       "27  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/123886935.html?s=sou_sou_soulb&t=0   \n",
       "28  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/128663813.html?s=sou_sou_soulb&t=0   \n",
       "29  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/124002484.html?s=sou_sou_soulb&t=0   \n",
       "30  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/107791063.html?s=sou_sou_soulb&t=0   \n",
       "31  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/126484360.html?s=sou_sou_soulb&t=0   \n",
       "32  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/129566765.html?s=sou_sou_soulb&t=0   \n",
       "33  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/128005356.html?s=sou_sou_soulb&t=0   \n",
       "34  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/130770289.html?s=sou_sou_soulb&t=0   \n",
       "35  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/130758341.html?s=sou_sou_soulb&t=0   \n",
       "36  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/113432497.html?s=sou_sou_soulb&t=0   \n",
       "37  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/130738868.html?s=sou_sou_soulb&t=0   \n",
       "38      https:\\/\\/jobs.51job.com\\/guangzhou\\/125850928.html?s=sou_sou_soulb&t=0   \n",
       "39   https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/84656165.html?s=sou_sou_soulb&t=0   \n",
       "40  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/121457015.html?s=sou_sou_soulb&t=0   \n",
       "41      https:\\/\\/jobs.51job.com\\/guangzhou\\/125767772.html?s=sou_sou_soulb&t=0   \n",
       "42  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/122008238.html?s=sou_sou_soulb&t=0   \n",
       "43  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/112068581.html?s=sou_sou_soulb&t=0   \n",
       "44  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/130528659.html?s=sou_sou_soulb&t=0   \n",
       "45  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/123847036.html?s=sou_sou_soulb&t=0   \n",
       "46  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/131456694.html?s=sou_sou_soulb&t=0   \n",
       "47      https:\\/\\/jobs.51job.com\\/guangzhou\\/122804566.html?s=sou_sou_soulb&t=0   \n",
       "48  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/123521932.html?s=sou_sou_soulb&t=0   \n",
       "49  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/118862313.html?s=sou_sou_soulb&t=0   \n",
       "\n",
       "                                                   工作福利  \n",
       "0     五险一金 员工旅游 交通补贴 绩效奖金 年终奖金 股票期权 专业培训 节日福利 带薪年假 弹性工作  \n",
       "1                                   五险一金 专业培训 定期体检 员工旅游  \n",
       "2       五险一金 员工旅游 定期体检 周末双休 包三餐水果 年底双薪 带薪年假病假 每月团建 项目分红  \n",
       "3                              五险一金 员工旅游 年终奖金 弹性工作 专业培训  \n",
       "4                                                        \n",
       "5                                                        \n",
       "6                     五险一金 员工旅游 弹性工作 年终奖金 定期体检 周末双休 包双餐  \n",
       "7                                         五险一金 定期体检 包三餐  \n",
       "8               五险一金 员工旅游 餐饮补贴 专业培训 绩效奖金 年终奖金 定期体检 弹性工作  \n",
       "9                         五险一金 年终奖金 团建活动 员工旅游 周末双休 节日礼品  \n",
       "10                                       绩效奖金 年终奖金 五险一金  \n",
       "11                                                       \n",
       "12                     五险一金 员工旅游 年终奖金 全勤奖 高温补贴 弹性工作 包三餐  \n",
       "13                             包餐 技术团队 周末双休 领导nice 年终奖金  \n",
       "14    五险一金 员工旅游 专业培训 年终奖金 绩效奖金 定期体检 餐饮补贴 通讯补贴 股票期权 弹性工作  \n",
       "15                                                       \n",
       "16                                                 餐饮补贴  \n",
       "17     五险一金 年终奖金 定期体检 弹性工作 员工旅游 周末双休 交通补贴 包三餐 节日福利 带薪年假  \n",
       "18                        五险一金 员工旅游 绩效奖金 年终奖金 定期体检 弹性工作  \n",
       "19  五险一金 员工旅游 餐饮补贴 年终奖金 笔记本补贴 全勤奖 周末双休 绩效奖金 带薪年假 补充医疗保险  \n",
       "20                         五险一金 专业培训 绩效奖金 弹性工作 定期体检 包三餐  \n",
       "21                      五险一金 补充医疗保险 餐饮补贴 绩效奖金 年终奖金 专业培训  \n",
       "22                    年终奖金 出国机会 包中晚餐 每天下午茶 项目奖金 五险 带薪年假  \n",
       "23     五险一金 员工旅游 年终奖金 定期体检 工作餐 项目奖金 包工作餐 全勤奖 每日下午茶 周末双休  \n",
       "24                             周末双休 带薪年假 节日福利 绩效奖金 股票期权  \n",
       "25                        员工旅游 年终奖金 绩效奖金 弹性工作 交通补贴 五险一金  \n",
       "26       五险一金 餐饮补贴 年终奖金 绩效奖金 股票期权 专业培训 员工旅游 双休 下午茶 弹性工作  \n",
       "27                                  五险一金 餐饮补贴 交通补贴 定期体检  \n",
       "28      五险一金 员工旅游 交通补贴 年终奖金 包餐 下午茶 生日会 部门团建 带薪年假 内部推荐奖励  \n",
       "29              五险一金 餐饮补贴 弹性工作 定期体检 绩效奖金 年终奖金 股票期权 员工旅游  \n",
       "30              五险一金 员工旅游 交通补贴 年终奖金 绩效奖金 弹性工作 餐饮补贴 专业培训  \n",
       "31                五险一金 补充医疗保险 餐饮补贴 通讯补贴 补充公积金 免费班车 员工旅游  \n",
       "32        五险一金 绩效奖金 年终奖金 弹性工作 包午餐 全勤奖 每月带薪病假 节假日礼品 周末双休  \n",
       "33  五险一金 员工旅游 交通补贴 餐饮补贴 专业培训 绩效奖金 定期体检 年底双薪 周末双休 补充医疗保险  \n",
       "34                             五险一金 弹性工作 年终奖金 绩效奖金 餐饮补贴  \n",
       "35                             五险一金 免费班车 餐饮补贴 通讯补贴 带薪年假  \n",
       "36                      周末双休 包住宿 专业培训 绩效奖金 餐饮补贴 带薪年假 五险  \n",
       "37                                                       \n",
       "38         带薪年假 五险一金 节日福利 餐饮补贴 专业培训 年终奖金 定期体检 弹性工作 周末双休  \n",
       "39                             五险一金 员工旅游 餐饮补贴 年终奖金 定期体检  \n",
       "40              五险一金 弹性工作 年终奖金 定期体检 包午餐晚餐 周末双休 全勤奖 带薪年假  \n",
       "41                                                       \n",
       "42                                                       \n",
       "43                                        五险一金 定期体检 包三餐  \n",
       "44                             包餐 技术团队 周末双休 领导nice 年终奖金  \n",
       "45                           五险一金 定期体检 通讯补贴 绩效奖金 包三餐下午茶  \n",
       "46                        五险一金 员工旅游 绩效奖金 年终奖金 定期体检 弹性工作  \n",
       "47                                                       \n",
       "48                        五险一金 员工旅游 交通补贴 绩效奖金 年终奖金 股票期权  \n",
       "49                                        五险一金 定期体检 包三餐  "
      ]
     },
     "execution_count": 570,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工作职能与关键字数据爬取(\"HTML5开发工程师\",\"游戏\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 工资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 571,
   "metadata": {},
   "outputs": [],
   "source": [
    "工资_url01=\"https://search.51job.com/list/030200,000000,0100,00,9,06,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 572,
   "metadata": {},
   "outputs": [],
   "source": [
    "工资_url02=\"https://search.51job.com/list/030200,000000,0100,00,9,10,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 拆分对比规律"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 573,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ParseResult(scheme='https', netloc='search.51job.com', path='/list/030200,000000,0100,00,9,06,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html', params='', query='lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', fragment='')"
      ]
     },
     "execution_count": 573,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "拆分_工资01=urllib.parse.urlparse(工资_url01)\n",
    "拆分_工资01"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 574,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ParseResult(scheme='https', netloc='search.51job.com', path='/list/030200,000000,0100,00,9,10,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html', params='', query='lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', fragment='')"
      ]
     },
     "execution_count": 574,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "拆分_工资02=urllib.parse.urlparse(工资_url02)\n",
    "拆分_工资02"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 575,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                                                                                                                                     https\n",
       "1                                                                                                                                          search.51job.com\n",
       "2    /list/030200,000000,0100,00,9,10,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html\n",
       "3                                                                                                                                                          \n",
       "4                               lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\n",
       "5                                                                                                                                                          \n",
       "Name: 工资02, dtype: object"
      ]
     },
     "execution_count": 575,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "对比_工资02=pd.Series(拆分_工资02,name=\"工资02\")\n",
    "对比_工资02"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 576,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                                                                                                                                     https\n",
       "1                                                                                                                                          search.51job.com\n",
       "2    /list/030200,000000,0100,00,9,06,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html\n",
       "3                                                                                                                                                          \n",
       "4                               lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\n",
       "5                                                                                                                                                          \n",
       "Name: 工资01, dtype: object"
      ]
     },
     "execution_count": 576,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "对比_工资01=pd.Series(拆分_工资01,name=\"工资01\")\n",
    "对比_工资01"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 577,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>工资01</th>\n",
       "      <th>工资02</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https</td>\n",
       "      <td>https</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>search.51job.com</td>\n",
       "      <td>search.51job.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/list/030200,000000,0100,00,9,06,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html</td>\n",
       "      <td>/list/030200,000000,0100,00,9,10,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=</td>\n",
       "      <td>lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                     工资01  \\\n",
       "0                                                                                                                                                   https   \n",
       "1                                                                                                                                        search.51job.com   \n",
       "2  /list/030200,000000,0100,00,9,06,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html   \n",
       "3                                                                                                                                                           \n",
       "4                             lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=   \n",
       "5                                                                                                                                                           \n",
       "\n",
       "                                                                                                                                                     工资02  \n",
       "0                                                                                                                                                   https  \n",
       "1                                                                                                                                        search.51job.com  \n",
       "2  /list/030200,000000,0100,00,9,10,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html  \n",
       "3                                                                                                                                                          \n",
       "4                             lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=  \n",
       "5                                                                                                                                                          "
      ]
     },
     "execution_count": 577,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('max_colwidth',200)\n",
    "df=pd.concat([对比_工资01,对比_工资02],axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 578,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>工资01</th>\n",
       "      <th>工资02</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/list/030200,000000,0100,00,9,06,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html</td>\n",
       "      <td>/list/030200,000000,0100,00,9,10,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                     工资01  \\\n",
       "2  /list/030200,000000,0100,00,9,06,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html   \n",
       "\n",
       "                                                                                                                                                     工资02  \n",
       "2  /list/030200,000000,0100,00,9,10,web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html  "
      ]
     },
     "execution_count": 578,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[2:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取script链接内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 579,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'>"
      ]
     },
     "execution_count": 579,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script_text = r.html.xpath('//script[@type=\"text/javascript\"]')[-2]\n",
    "script_text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 580,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'"
      ]
     },
     "execution_count": 580,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script_url = \"http:\"+script_text.html.split(\"\\\"\")[3]\n",
    "script_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 581,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"2千以下\"},{k:\"02\",v:\"2-3千\"},{k:\"03\",v:\"3-4.5千\"},{k:\"04\",v:\"4.5-6千\"},{k:\"05\",v:\"6-8千\"},{k:\"06\",v:\"0.8-1万\"},{k:\"07\",v:\"1-1.5万\"},{k:\"08\",v:\"1.5-2万\"},{k:\"09\",v:\"2-3万\"},{k:\"10\",v:\"3-4万\"},{k:\"11\",v:\"4-5万\"},{k:\"12\",v:\"5万以上\"}'"
      ]
     },
     "execution_count": 581,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "职能_str = res.content.decode('gbk').split(\"window.d_search_providesalary=[\")[1].split(\"],window.d_search_companysize=\")[0]\n",
    "职能_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 582,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"99\":\"请选择\",\"01\":\"2千以下\",\"02\":\"2-3千\",\"03\":\"3-4.5千\",\"04\":\"4.5-6千\",\"05\":\"6-8千\",\"06\":\"0.8-1万\",\"07\":\"1-1.5万\",\"08\":\"1.5-2万\",\"09\":\"2-3万\",\"10\":\"3-4万\",\"11\":\"4-5万\",\"12\":\"5万以上\"}'"
      ]
     },
     "execution_count": 582,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工资_str=职能_str.replace(\",v\",\"\").replace(\"k:\",\"\").replace(\"},{\",\",\")\n",
    "工资_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 583,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'请选择': '99',\n",
       " '2千以下': '01',\n",
       " '2-3千': '02',\n",
       " '3-4.5千': '03',\n",
       " '4.5-6千': '04',\n",
       " '6-8千': '05',\n",
       " '0.8-1万': '06',\n",
       " '1-1.5万': '07',\n",
       " '1.5-2万': '08',\n",
       " '2-3万': '09',\n",
       " '3-4万': '10',\n",
       " '4-5万': '11',\n",
       " '5万以上': '12'}"
      ]
     },
     "execution_count": 583,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "工资dict= {v:k for k,v in eval(工资_str).items()}\n",
    "工资dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 参数模板构建"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 584,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 'https://search.51job.com/list/030200',\n",
       " 1: '000000',\n",
       " 2: '0000',\n",
       " 3: '00',\n",
       " 4: '9',\n",
       " 5: '99',\n",
       " 6: 'web%25E5%2589%258D%25E7%25AB%25AF%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588',\n",
       " 7: '2',\n",
       " 8: '1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='}"
      ]
     },
     "execution_count": 584,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_序列=[0,1,2,3,4,5,6,7,8,9]\n",
    "参数模版_dict=dict(zip(list_序列,list_构建))\n",
    "参数模版_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 585,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 总参数模板(function,key_word,wages):\n",
    "    function_values = 职能_dict[function]\n",
    "    keyword_values = urllib.parse.quote(key_word)\n",
    "    wages_values =工资dict[wages]\n",
    "    参数模版_dict[2] = function_values\n",
    "    参数模版_dict[6] = keyword_values\n",
    "    参数模版_dict[5] = wages_values\n",
    "    职位_url= \",\".join([str(v) for k,v in 参数模版_dict.items()]) \n",
    "    \n",
    "    \n",
    "    \n",
    "    return (职位_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 586,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,7701,00,9,09,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 586,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "总参数模板(\"Android开发工程师\",\"产品经理\",\"2-3万\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 爬取页面内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 587,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 抓取内容(function,key_word,wages):\n",
    "    url = 总参数模板(function,key_word,wages)\n",
    "    session = HTMLSession()\n",
    "    r = session.get( url )\n",
    "     # 解析\n",
    "    数据提取=r.html.xpath('//script[@type=\"text/javascript\"]//text()')\n",
    "    数据处理_dict=数据提取[0].split('__SEARCH_RESULT__ =')[1]\n",
    "    数据处理=eval(数据处理_dict)[\"engine_search_result\"]\n",
    "    # 构建字典\n",
    "    dict = {\n",
    "    \"工作名\":[i['job_name'] for i in 数据处理],\n",
    "    \"公司名称\":[i['company_name'] for i in 数据处理],\n",
    "    \"公司地点\":[i['workarea_text'] for i in 数据处理],\n",
    "    \"薪水\":[i['providesalary_text'] for i in 数据处理],\n",
    "    \"公司概况链接\":[i['job_href'] for i in 数据处理],\n",
    "        \"工作福利\":[i['jobwelf'] for i in 数据处理],\n",
    "    }\n",
    "\n",
    "    数据字典 = {k:v for k,v in dict.items()}\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "#     display(数据)\n",
    "#     return(url)\n",
    "    return(数据)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 720,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>工作名</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>薪水</th>\n",
       "      <th>公司概况链接</th>\n",
       "      <th>工作福利</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WXG10-企业微信本地版企业邮Web前端开发工程师</td>\n",
       "      <td>深圳市腾讯计算机系统有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/131792414.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WEB前端开发工程师</td>\n",
       "      <td>TCL金融控股集团</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/127913494.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>免费班车 五险一金 员工旅游 交通补贴 餐饮补贴 专业培训 绩效奖金 年终奖金 定期体检 通讯补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Web前端开发工程师（高薪急招）</td>\n",
       "      <td>广州鑫燕网络科技有限公司</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>3-9万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131385841.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>周末双休 五险一金 餐饮补贴 交通补贴 通讯补贴 住房补贴 绩效奖金 年终奖金 员工旅游 无限空间</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Web前端开发工程师（2021校园招聘）</td>\n",
       "      <td>百奥（广州百田）</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/124710361.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>中移互联网有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/124405196.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Web前端开发实习生（广州）</td>\n",
       "      <td>亚信科技(中国)有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129857450.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>WXG03-微信订阅号&amp;服务号web前端开发工程师（广州）</td>\n",
       "      <td>深圳市腾讯计算机系统有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/120851399.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>WXG07-广研-QQ邮箱web前端开发工程师</td>\n",
       "      <td>深圳市腾讯计算机系统有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/124311342.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>38998-Web前端开发工程师</td>\n",
       "      <td>深圳市腾讯计算机系统有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129290203.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>WXG07-本地版企业邮Web前端开发工程师</td>\n",
       "      <td>深圳市腾讯计算机系统有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129293480.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>WXG10-企业微信web前端开发工程师(广州)</td>\n",
       "      <td>深圳市腾讯计算机系统有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129293706.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>WXG01-微信Web前端开发工程师</td>\n",
       "      <td>深圳市腾讯计算机系统有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130844536.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>WXG02-115 微信系统架构web前端工程师（广州）</td>\n",
       "      <td>深圳市腾讯计算机系统有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130328654.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>高薪急招-Web前端工程师（高级）</td>\n",
       "      <td>广州鑫燕网络科技有限公司</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>3-9万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131385774.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>周末双休 五险一金 餐饮补贴 交通补贴 通讯补贴 住房补贴 绩效奖金 年终奖金 员工旅游 无限空间</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              工作名            公司名称    公司地点       薪水  \\\n",
       "0      WXG10-企业微信本地版企业邮Web前端开发工程师  深圳市腾讯计算机系统有限公司      广州            \n",
       "1                      WEB前端开发工程师       TCL金融控股集团  广州-越秀区            \n",
       "2                Web前端开发工程师（高薪急招）    广州鑫燕网络科技有限公司  广州-海珠区  3-9万\\/月   \n",
       "3            Web前端开发工程师（2021校园招聘）        百奥（广州百田）      广州            \n",
       "4                      Web前端开发工程师       中移互联网有限公司      广州            \n",
       "5                  Web前端开发实习生（广州）    亚信科技(中国)有限公司      广州            \n",
       "6   WXG03-微信订阅号&服务号web前端开发工程师（广州）  深圳市腾讯计算机系统有限公司      广州            \n",
       "7         WXG07-广研-QQ邮箱web前端开发工程师  深圳市腾讯计算机系统有限公司      广州            \n",
       "8                38998-Web前端开发工程师  深圳市腾讯计算机系统有限公司      广州            \n",
       "9          WXG07-本地版企业邮Web前端开发工程师  深圳市腾讯计算机系统有限公司      广州            \n",
       "10       WXG10-企业微信web前端开发工程师(广州)  深圳市腾讯计算机系统有限公司      广州            \n",
       "11             WXG01-微信Web前端开发工程师  深圳市腾讯计算机系统有限公司      广州            \n",
       "12   WXG02-115 微信系统架构web前端工程师（广州）  深圳市腾讯计算机系统有限公司      广州            \n",
       "13              高薪急招-Web前端工程师（高级）    广州鑫燕网络科技有限公司  广州-海珠区  3-9万\\/月   \n",
       "\n",
       "                                                                         公司概况链接  \\\n",
       "0       https:\\/\\/jobs.51job.com\\/guangzhou\\/131792414.html?s=sou_sou_soulb&t=0   \n",
       "1   https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/127913494.html?s=sou_sou_soulb&t=0   \n",
       "2   https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131385841.html?s=sou_sou_soulb&t=0   \n",
       "3       https:\\/\\/jobs.51job.com\\/guangzhou\\/124710361.html?s=sou_sou_soulb&t=0   \n",
       "4       https:\\/\\/jobs.51job.com\\/guangzhou\\/124405196.html?s=sou_sou_soulb&t=0   \n",
       "5       https:\\/\\/jobs.51job.com\\/guangzhou\\/129857450.html?s=sou_sou_soulb&t=0   \n",
       "6       https:\\/\\/jobs.51job.com\\/guangzhou\\/120851399.html?s=sou_sou_soulb&t=0   \n",
       "7       https:\\/\\/jobs.51job.com\\/guangzhou\\/124311342.html?s=sou_sou_soulb&t=0   \n",
       "8       https:\\/\\/jobs.51job.com\\/guangzhou\\/129290203.html?s=sou_sou_soulb&t=0   \n",
       "9       https:\\/\\/jobs.51job.com\\/guangzhou\\/129293480.html?s=sou_sou_soulb&t=0   \n",
       "10      https:\\/\\/jobs.51job.com\\/guangzhou\\/129293706.html?s=sou_sou_soulb&t=0   \n",
       "11      https:\\/\\/jobs.51job.com\\/guangzhou\\/130844536.html?s=sou_sou_soulb&t=0   \n",
       "12      https:\\/\\/jobs.51job.com\\/guangzhou\\/130328654.html?s=sou_sou_soulb&t=0   \n",
       "13  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131385774.html?s=sou_sou_soulb&t=0   \n",
       "\n",
       "                                                 工作福利  \n",
       "0                                                      \n",
       "1   免费班车 五险一金 员工旅游 交通补贴 餐饮补贴 专业培训 绩效奖金 年终奖金 定期体检 通讯补贴  \n",
       "2   周末双休 五险一金 餐饮补贴 交通补贴 通讯补贴 住房补贴 绩效奖金 年终奖金 员工旅游 无限空间  \n",
       "3                                                      \n",
       "4                                                      \n",
       "5                                                      \n",
       "6                                                      \n",
       "7                                                      \n",
       "8                                                      \n",
       "9                                                      \n",
       "10                                                     \n",
       "11                                                     \n",
       "12                                                     \n",
       "13  周末双休 五险一金 餐饮补贴 交通补贴 通讯补贴 住房补贴 绩效奖金 年终奖金 员工旅游 无限空间  "
      ]
     },
     "execution_count": 720,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "抓取内容(\"前端开发\",\"web前端开发工程师\",\"5万以上\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 爬取详细页面内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 686,
   "metadata": {},
   "outputs": [],
   "source": [
    "session = HTMLSession()\n",
    "r = session.get(\"https://jobs.51job.com/guangzhou-hpq/126404381.html?s=sou_sou_soulb&t=0\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 获取内容xpath路径"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 696,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['职位信息',\n",
       " '1.使用公司开发框架进行项目研发。',\n",
       " '2.前后端分离开发模式，负责前端接口核心代码的实现。',\n",
       " '3.PC端的vue.js页面开发。',\n",
       " '职位要求：',\n",
       " '1.大专或以上学历，计算机相关专业；',\n",
       " '3.有良好的沟通能力、团队协作精神以及抗压能力；',\n",
       " '4.喜欢从事软件开发工作、有责心、不怕吃苦者优先。',\n",
       " '职能类别：',\n",
       " 'Web前端开发',\n",
       " '大学/大专应届毕业生',\n",
       " '关键字：',\n",
       " '前端开发',\n",
       " 'web',\n",
       " 'web前端',\n",
       " '开发',\n",
       " 'HTML5',\n",
       " 'H5',\n",
       " 'vue',\n",
       " '软件开发']"
      ]
     },
     "execution_count": 696,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "职位详情 = r.html.xpath('//div[@class=\"bmsg job_msg inbox\"]//p//text()')\n",
    "职位详情"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 690,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['web前端开发+急聘',\n",
       " '6-8千/月',\n",
       " '至达（广州）科技有限公司',\n",
       " '查看所有职位',\n",
       " '广州-黄埔区',\n",
       " '无需经验',\n",
       " '大专',\n",
       " '招6人',\n",
       " '05-14发布',\n",
       " '五险一金',\n",
       " '补充医疗保险',\n",
       " '补充公积金',\n",
       " '通讯补贴',\n",
       " '餐饮补贴',\n",
       " '免费班车',\n",
       " '员工旅游']"
      ]
     },
     "execution_count": 690,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "基础=r.html.xpath('//div[@class=\"cn\"]//text()')\n",
    "处理 = [i.strip(\"|\")for i in 基础]\n",
    "基础信息 = [x.strip() for x in 处理 if x.strip() != '']\n",
    "基础信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 695,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['上班地址：', '科学城软件园']"
      ]
     },
     "execution_count": 695,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "联系方式=r.html.xpath('//p[@class=\"fp\"]//text()')[-2:]\n",
    "联系方式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 699,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['广州至达科技有限公司成立于2013年，公司主营java、嵌入式、前端产品开发等软件技术开发工作，目前正在招人，欢迎您的加入']"
      ]
     },
     "execution_count": 699,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司信息=r.html.xpath('//div[@class=\"tmsg inbox\"]//text()')\n",
    "公司信息\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 构建参数模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 757,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 爬取详细页面内容_url(想要爬取的详细页面_url):\n",
    "    url = 想要爬取的详细页面_url\n",
    "    session = HTMLSession()\n",
    "    r = session.get( url )\n",
    "    基础=r.html.xpath('//div[@class=\"cn\"]//text()')\n",
    "    处理 = [i.strip(\"|\")for i in 基础]\n",
    "    dict = {\n",
    "    \"职位详情\" : r.html.xpath('//div[@class=\"bmsg job_msg inbox\"]//p//text()'),\n",
    "    \"基础信息\": [x.strip() for x in 处理 if x.strip() != ''],\n",
    "    \"联系方式\":r.html.xpath('//p[@class=\"fp\"]//text()')[-2:],\n",
    "        \"公司信息\":r.html.xpath('//div[@class=\"tmsg inbox\"]//text()'),\n",
    "    }\n",
    "     \n",
    "    df = pd.DataFrame.from_dict(dict, orient='index')\n",
    "    数据字典 = {k:v for k,v in df.items()}\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "\n",
    "#     display(数据)\n",
    "#     return(url)\n",
    "    return(数据)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 759,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>职位详情</th>\n",
       "      <td>职位信息</td>\n",
       "      <td>1.使用公司开发框架进行项目研发。</td>\n",
       "      <td>2.前后端分离开发模式，负责前端接口核心代码的实现。</td>\n",
       "      <td>3.PC端的vue.js页面开发。</td>\n",
       "      <td>职位要求：</td>\n",
       "      <td>1.大专或以上学历，计算机相关专业；</td>\n",
       "      <td>3.有良好的沟通能力、团队协作精神以及抗压能力；</td>\n",
       "      <td>4.喜欢从事软件开发工作、有责心、不怕吃苦者优先。</td>\n",
       "      <td>职能类别：</td>\n",
       "      <td>Web前端开发</td>\n",
       "      <td>大学/大专应届毕业生</td>\n",
       "      <td>关键字：</td>\n",
       "      <td>前端开发</td>\n",
       "      <td>web</td>\n",
       "      <td>web前端</td>\n",
       "      <td>开发</td>\n",
       "      <td>HTML5</td>\n",
       "      <td>H5</td>\n",
       "      <td>vue</td>\n",
       "      <td>软件开发</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>基础信息</th>\n",
       "      <td>web前端开发+急聘</td>\n",
       "      <td>6-8千/月</td>\n",
       "      <td>至达（广州）科技有限公司</td>\n",
       "      <td>查看所有职位</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>无需经验</td>\n",
       "      <td>大专</td>\n",
       "      <td>招6人</td>\n",
       "      <td>05-14发布</td>\n",
       "      <td>五险一金</td>\n",
       "      <td>补充医疗保险</td>\n",
       "      <td>补充公积金</td>\n",
       "      <td>通讯补贴</td>\n",
       "      <td>餐饮补贴</td>\n",
       "      <td>免费班车</td>\n",
       "      <td>员工旅游</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>联系方式</th>\n",
       "      <td>上班地址：</td>\n",
       "      <td>科学城软件园</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>公司信息</th>\n",
       "      <td>广州至达科技有限公司成立于2013年，公司主营java、嵌入式、前端产品开发等软件技术开发工作，目前正在招人，欢迎您的加入</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 0   \\\n",
       "职位详情                                                           职位信息   \n",
       "基础信息                                                     web前端开发+急聘   \n",
       "联系方式                                                          上班地址：   \n",
       "公司信息  广州至达科技有限公司成立于2013年，公司主营java、嵌入式、前端产品开发等软件技术开发工作，目前正在招人，欢迎您的加入   \n",
       "\n",
       "                     1                           2                  3   \\\n",
       "职位详情  1.使用公司开发框架进行项目研发。  2.前后端分离开发模式，负责前端接口核心代码的实现。  3.PC端的vue.js页面开发。   \n",
       "基础信息             6-8千/月                至达（广州）科技有限公司             查看所有职位   \n",
       "联系方式             科学城软件园                        None               None   \n",
       "公司信息               None                        None               None   \n",
       "\n",
       "          4                   5                         6   \\\n",
       "职位详情   职位要求：  1.大专或以上学历，计算机相关专业；  3.有良好的沟通能力、团队协作精神以及抗压能力；   \n",
       "基础信息  广州-黄埔区                无需经验                        大专   \n",
       "联系方式    None                None                      None   \n",
       "公司信息    None                None                      None   \n",
       "\n",
       "                             7        8        9           10     11    12  \\\n",
       "职位详情  4.喜欢从事软件开发工作、有责心、不怕吃苦者优先。    职能类别：  Web前端开发  大学/大专应届毕业生   关键字：  前端开发   \n",
       "基础信息                        招6人  05-14发布     五险一金      补充医疗保险  补充公积金  通讯补贴   \n",
       "联系方式                       None     None     None        None   None  None   \n",
       "公司信息                       None     None     None        None   None  None   \n",
       "\n",
       "        13     14    15     16    17    18    19  \n",
       "职位详情   web  web前端    开发  HTML5    H5   vue  软件开发  \n",
       "基础信息  餐饮补贴   免费班车  员工旅游   None  None  None  None  \n",
       "联系方式  None   None  None   None  None  None  None  \n",
       "公司信息  None   None  None   None  None  None  None  "
      ]
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